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ORCIDBibTeX records: Davide Anguita
@article{DBLP:journals/ijon/OnetoRA24,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Towards algorithms and models that we can trust: {A} theoretical perspective},
journal = {Neurocomputing},
volume = {592},
pages = {127798},
year = {2024},
url = {https://doi.org/10.1016/j.neucom.2024.127798},
doi = {10.1016/J.NEUCOM.2024.127798},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/OnetoRA24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/DonghiPOGMASN24,
author = {Giovanni Donghi and
Luca Pasa and
Luca Oneto and
Claudio Gallicchio and
Alessio Micheli and
Davide Anguita and
Alessandro Sperduti and
Nicol{\`{o}} Navarin},
title = {Investigating over-parameterized randomized graph networks},
journal = {Neurocomputing},
volume = {606},
pages = {128281},
year = {2024},
url = {https://doi.org/10.1016/j.neucom.2024.128281},
doi = {10.1016/J.NEUCOM.2024.128281},
timestamp = {Sun, 08 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/DonghiPOGMASN24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-17390,
author = {Daniele Angioni and
Luca Demetrio and
Maura Pintor and
Luca Oneto and
Davide Anguita and
Battista Biggio and
Fabio Roli},
title = {Robustness-Congruent Adversarial Training for Secure Machine Learning
Model Updates},
journal = {CoRR},
volume = {abs/2402.17390},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.17390},
doi = {10.48550/ARXIV.2402.17390},
eprinttype = {arXiv},
eprint = {2402.17390},
timestamp = {Mon, 25 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-17390.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/sp/DonzelliniOPA23,
author = {Giuliano Donzellini and
Luca Oneto and
Domenico Ponta and
Davide Anguita},
title = {Introduzione al Progetto di Sistemi Digitali, 2a Edition},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-88-470-4026-7},
doi = {10.1007/978-88-470-4026-7},
isbn = {978-88-470-4025-0},
timestamp = {Sun, 14 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/books/sp/DonzelliniOPA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/OnetoRA23,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Do we really need a new theory to understand over-parameterization?},
journal = {Neurocomputing},
volume = {543},
pages = {126227},
year = {2023},
url = {https://doi.org/10.1016/j.neucom.2023.126227},
doi = {10.1016/J.NEUCOM.2023.126227},
timestamp = {Sat, 08 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/OnetoRA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/ValenzuelaCAR23,
author = {Olga Valenzuela and
Andreu Catal{\`{a}} and
Davide Anguita and
Ignacio Rojas},
title = {New Advances in Artificial Neural Networks and Machine Learning Techniques},
journal = {Neural Process. Lett.},
volume = {55},
number = {5},
pages = {5269--5272},
year = {2023},
url = {https://doi.org/10.1007/s11063-023-11350-w},
doi = {10.1007/S11063-023-11350-W},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/ValenzuelaCAR23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/FrancoOA23,
author = {Danilo Franco and
Luca Oneto and
Davide Anguita},
title = {Mitigating Robustness Bias: Theoretical Results and Empirical Evidences},
booktitle = {31st European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2023, Bruges, Belgium,
October 4-6, 2023},
year = {2023},
url = {https://doi.org/10.14428/esann/2023.ES2023-30},
doi = {10.14428/ESANN/2023.ES2023-30},
timestamp = {Mon, 10 Jun 2024 14:23:57 +0200},
biburl = {https://dblp.org/rec/conf/esann/FrancoOA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoRA23,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Towards Randomized Algorithms and Models that We Can Trust: a Theoretical
Perspective},
booktitle = {31st European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2023, Bruges, Belgium,
October 4-6, 2023},
year = {2023},
url = {https://doi.org/10.14428/esann/2023.ES2023-29},
doi = {10.14428/ESANN/2023.ES2023-29},
timestamp = {Mon, 10 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoRA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/FrancoOA23,
author = {Danilo Franco and
Luca Oneto and
Davide Anguita},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Fair Empirical Risk Minimization Revised},
booktitle = {Advances in Computational Intelligence - 17th International Work-Conference
on Artificial Neural Networks, {IWANN} 2023, Ponta Delgada, Portugal,
June 19-21, 2023, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {14134},
pages = {29--42},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-43085-5\_3},
doi = {10.1007/978-3-031-43085-5\_3},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwann/FrancoOA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/ParodiOFZRAC23,
author = {Guido Parodi and
Luca Oneto and
Giulio Ferro and
Stefano Zampini and
Michela Robba and
Davide Anguita and
Andrea Coraddu},
title = {Physics Informed Data Driven Techniques for Power Flow Analysis},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2023,
Mexico City, Mexico, December 5-8, 2023},
pages = {33--40},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SSCI52147.2023.10371975},
doi = {10.1109/SSCI52147.2023.10371975},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/ParodiOFZRAC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/FrancoNDAO22,
author = {Danilo Franco and
Nicol{\`{o}} Navarin and
Michele Donini and
Davide Anguita and
Luca Oneto},
title = {Deep fair models for complex data: Graphs labeling and explainable
face recognition},
journal = {Neurocomputing},
volume = {470},
pages = {318--334},
year = {2022},
url = {https://doi.org/10.1016/j.neucom.2021.05.109},
doi = {10.1016/J.NEUCOM.2021.05.109},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/FrancoNDAO22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/OnetoRA22,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {The benefits of adversarial defense in generalization},
journal = {Neurocomputing},
volume = {505},
pages = {125--141},
year = {2022},
url = {https://doi.org/10.1016/j.neucom.2022.07.010},
doi = {10.1016/J.NEUCOM.2022.07.010},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/OnetoRA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tase/KalikatzarakisC22,
author = {Miltiadis Kalikatzarakis and
Andrea Coraddu and
Luca Oneto and
Davide Anguita},
title = {Optimizing Fuel Consumption in Thrust Allocation for Marine Dynamic
Positioning Systems},
journal = {{IEEE} Trans Autom. Sci. Eng.},
volume = {19},
number = {1},
pages = {122--142},
year = {2022},
url = {https://doi.org/10.1109/TASE.2021.3069779},
doi = {10.1109/TASE.2021.3069779},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tase/KalikatzarakisC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoMGCDA22,
author = {Luca Oneto and
Simone Minisi and
Andrea Garrone and
Renzo Canepa and
Carlo Dambra and
Davide Anguita},
title = {Simple Non Regressive Informed Machine Learning Model for Predictive
Maintenance of Railway Critical Assets},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-59},
doi = {10.14428/ESANN/2022.ES2022-59},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoMGCDA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoRA22,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Do We Really Need a New Theory to Understand the Double-Descent?},
booktitle = {30th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2022, Bruges, Belgium,
October 5-7, 2022},
year = {2022},
url = {https://doi.org/10.14428/esann/2022.ES2022-13},
doi = {10.14428/ESANN/2022.ES2022-13},
timestamp = {Mon, 22 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoRA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/DAmatoOCA22,
author = {Vincenzo Stefano D'Amato and
Luca Oneto and
Antonio Camurri and
Davide Anguita},
title = {The Importance of Multiple Temporal Scales in Motion Recognition:
when Shallow Model can Support Deep Multi Scale Models},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2022, Padua,
Italy, July 18-23, 2022},
pages = {1--10},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/IJCNN55064.2022.9892372},
doi = {10.1109/IJCNN55064.2022.9892372},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/DAmatoOCA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/DAmatoOCAZFDP22,
author = {Vincenzo Stefano D'Amato and
Luca Oneto and
Antonio Camurri and
Davide Anguita and
Zinat Zarandi and
Luciano Fadiga and
Alessandro D'Ausilio and
Thierry Pozzo},
title = {The Importance of Multiple Temporal Scales in Motion Recognition:
from Shallow to Deep Multi Scale Models},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2022, Padua,
Italy, July 18-23, 2022},
pages = {1--9},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/IJCNN55064.2022.9892519},
doi = {10.1109/IJCNN55064.2022.9892519},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/DAmatoOCAZFDP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sysint/GarroneMODBSVPM22,
author = {Andrea Garrone and
Simone Minisi and
Luca Oneto and
Carlo Dambra and
Marco Borinato and
Paolo Sanetti and
Giulia Vignola and
Federico Papa and
Nadia Mazzino and
Davide Anguita},
editor = {Maurizio Valle and
Dirk Lehmhus and
Christian Gianoglio and
Edoardo Ragusa and
Lucia Seminara and
Stefan Bosse and
Ali Ibrahim and
Klaus{-}Dieter Thoben},
title = {Simple Non Regressive Informed Machine Learning Model for Prescriptive
Maintenance of Track Circuits in a Subway Environment},
booktitle = {Advances in System-Integrated Intelligence - Proceedings of the 6th
International Conference on System-Integrated Intelligence (SysInt
2022), September 7-9, 2022, Genova, Italy},
series = {Lecture Notes in Networks and Systems},
volume = {546},
pages = {74--83},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-16281-7\_8},
doi = {10.1007/978-3-031-16281-7\_8},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sysint/GarroneMODBSVPM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/FrancoONA21,
author = {Danilo Franco and
Luca Oneto and
Nicol{\`{o}} Navarin and
Davide Anguita},
title = {Toward Learning Trustworthily from Data Combining Privacy, Fairness,
and Explainability: An Application to Face Recognition},
journal = {Entropy},
volume = {23},
number = {8},
pages = {1047},
year = {2021},
url = {https://doi.org/10.3390/e23081047},
doi = {10.3390/E23081047},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/entropy/FrancoONA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acii/DAmatoOCA21,
author = {Vincenzo Stefano D'Amato and
Luca Oneto and
Antonio Camurri and
Davide Anguita},
title = {Keep it Simple: Handcrafting Feature and Tuning Random Forests and
XGBoost to face the Affective Movement Recognition Challenge 2021},
booktitle = {2021 9th International Conference on Affective Computing and Intelligent
Interaction, {ACII} 2021 - Workshops and Demos, Nara, Japan, September
28 - Oct. 1, 2021},
pages = {1--7},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ACIIW52867.2021.9666428},
doi = {10.1109/ACIIW52867.2021.9666428},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/acii/DAmatoOCA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/BoletoOCMVCA21,
author = {Gianluca Boleto and
Luca Oneto and
Matteo Cardellini and
Marco Maratea and
Mauro Vallati and
Renzo Canepa and
Davide Anguita},
title = {In-Station Train Movements Prediction: from Shallow to Deep Multi
Scale Models},
booktitle = {29th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2021, Online event (Bruges,
Belgium), October 6-8, 2021},
year = {2021},
url = {https://doi.org/10.14428/esann/2021.ES2021-29},
doi = {10.14428/ESANN/2021.ES2021-29},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/esann/BoletoOCMVCA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoRA21,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {The Benefits of Adversarial Defence in Generalisation},
booktitle = {29th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2021, Online event (Bruges,
Belgium), October 6-8, 2021},
year = {2021},
url = {https://doi.org/10.14428/esann/2021.ES2021-28},
doi = {10.14428/ESANN/2021.ES2021-28},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/esann/OnetoRA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/FrancoONA21,
author = {Danilo Franco and
Luca Oneto and
Nicol{\`{o}} Navarin and
Davide Anguita},
title = {Learn and Visually Explain Deep Fair Models: an Application to Face
Recognition},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2021, Shenzhen,
China, July 18-22, 2021},
pages = {1--10},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/IJCNN52387.2021.9533659},
doi = {10.1109/IJCNN52387.2021.9533659},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/FrancoONA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/DAmatoVOVCA21,
author = {Vincenzo Stefano D'Amato and
Erica Volta and
Luca Oneto and
Gualtiero Volpe and
Antonio Camurri and
Davide Anguita},
editor = {Ignacio Rojas and
Gonzalo Joya and
Andreu Catal{\`{a}}},
title = {Accuracy and Intrusiveness in Data-Driven Violin Players Skill Levels
Prediction: {MOCAP} Against {MYO} Against {KINECT}},
booktitle = {Advances in Computational Intelligence - 16th International Work-Conference
on Artificial Neural Networks, {IWANN} 2021, Virtual Event, June 16-18,
2021, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {12862},
pages = {367--379},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-85099-9\_30},
doi = {10.1007/978-3-030-85099-9\_30},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/DAmatoVOVCA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cogcom/AnguloFAAC20,
author = {Cecilio Angulo and
Zoe Falomir and
Davide Anguita and
N{\'{u}}ria Agell and
Erik Cambria},
title = {Bridging Cognitive Models and Recommender Systems},
journal = {Cogn. Comput.},
volume = {12},
number = {2},
pages = {426--427},
year = {2020},
url = {https://doi.org/10.1007/s12559-020-09719-3},
doi = {10.1007/S12559-020-09719-3},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cogcom/AnguloFAAC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cogcom/DAmatoVOVCA20,
author = {Vincenzo Stefano D'Amato and
Erica Volta and
Luca Oneto and
Gualtiero Volpe and
Antonio Camurri and
Davide Anguita},
title = {Understanding Violin Players' Skill Level Based on Motion Capture:
a Data-Driven Perspective},
journal = {Cogn. Comput.},
volume = {12},
number = {6},
pages = {1356--1369},
year = {2020},
url = {https://doi.org/10.1007/s12559-020-09768-8},
doi = {10.1007/S12559-020-09768-8},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cogcom/DAmatoVOVCA20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdsa/OnetoBLCPA20,
author = {Luca Oneto and
Irene Buselli and
Alessandro Lulli and
Renzo Canepa and
Simone Petralli and
Davide Anguita},
title = {A dynamic, interpretable, and robust hybrid data analytics system
for train movements in large-scale railway networks},
journal = {Int. J. Data Sci. Anal.},
volume = {9},
number = {1},
pages = {95--111},
year = {2020},
url = {https://doi.org/10.1007/s41060-018-00171-z},
doi = {10.1007/S41060-018-00171-Z},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijdsa/OnetoBLCPA20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/LuqueAPD20,
author = {Joaqu{\'{\i}}n Luque and
Davide Anguita and
Francisco P{\'{e}}rez and
Robert Denda},
title = {Spectral Analysis of Electricity Demand Using Hilbert-Huang Transform},
journal = {Sensors},
volume = {20},
number = {10},
pages = {2912},
year = {2020},
url = {https://doi.org/10.3390/s20102912},
doi = {10.3390/S20102912},
timestamp = {Sat, 05 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sensors/LuqueAPD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoRA20,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Improving the Union Bound: a Distribution Dependent Approach},
booktitle = {28th European Symposium on Artificial Neural Networks, Computational
Intelligence and Machine Learning, {ESANN} 2020, Bruges, Belgium,
October 2-4, 2020},
pages = {423--428},
year = {2020},
url = {https://www.esann.org/sites/default/files/proceedings/2020/ES2020-74.pdf},
timestamp = {Fri, 29 Jan 2021 22:08:59 +0100},
biburl = {https://dblp.org/rec/conf/esann/OnetoRA20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/inns/2019,
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Recent Advances in Big Data and Deep Learning, Proceedings of the
{INNS} Big Data and Deep Learning Conference {INNSBDDL} 2019, held
at Sestri Levante, Genova, Italy 16-18 April 2019},
publisher = {Springer},
year = {2020},
url = {https://link.springer.com/book/10.1007/978-3-030-16841-4},
doi = {10.1007/978-3-030-16841-4},
isbn = {978-3-030-16840-7},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/inns/2019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/inns/2019t,
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Recent Trends in Learning From Data - Tutorials from the {INNS} Big
Data and Deep Learning Conference {(INNSBDDL} 2019)},
series = {Studies in Computational Intelligence},
volume = {896},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-43883-8},
doi = {10.1007/978-3-030-43883-8},
isbn = {978-3-030-43882-1},
timestamp = {Thu, 31 Mar 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/inns/2019t.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cogcom/LulliOA19,
author = {Alessandro Lulli and
Luca Oneto and
Davide Anguita},
title = {Mining Big Data with Random Forests},
journal = {Cogn. Comput.},
volume = {11},
number = {2},
pages = {294--316},
year = {2019},
url = {https://doi.org/10.1007/s12559-018-9615-4},
doi = {10.1007/S12559-018-9615-4},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cogcom/LulliOA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/OnetoRA19,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Local Rademacher Complexity Machine},
journal = {Neurocomputing},
volume = {342},
pages = {24--32},
year = {2019},
url = {https://doi.org/10.1016/j.neucom.2018.10.087},
doi = {10.1016/J.NEUCOM.2018.10.087},
timestamp = {Fri, 31 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/OnetoRA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/OnetoNSA19,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Introduction},
booktitle = {Recent Trends in Learning From Data - Tutorials from the {INNS} Big
Data and Deep Learning Conference {(INNSBDDL} 2019)},
series = {Studies in Computational Intelligence},
volume = {896},
pages = {1--4},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-43883-8\_1},
doi = {10.1007/978-3-030-43883-8\_1},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/inns/OnetoNSA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/SpigolonOAFSCA19,
author = {Roberto Spigolon and
Luca Oneto and
Dimitar Anastasovski and
Nadia Fabrizio and
Marie Swiatek and
Renzo Canepa and
Davide Anguita},
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Improving Railway Maintenance Actions with Big Data and Distributed
Ledger Technologies},
booktitle = {Recent Advances in Big Data and Deep Learning, Proceedings of the
{INNS} Big Data and Deep Learning Conference {INNSBDDL} 2019, held
at Sestri Levante, Genova, Italy 16-18 April 2019},
pages = {120--125},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-16841-4\_12},
doi = {10.1007/978-3-030-16841-4\_12},
timestamp = {Tue, 21 Mar 2023 21:03:10 +0100},
biburl = {https://dblp.org/rec/conf/inns/SpigolonOAFSCA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/OnetoBSCPA19,
author = {Luca Oneto and
Irene Buselli and
Paolo Sanetti and
Renzo Canepa and
Simone Petralli and
Davide Anguita},
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Restoration Time Prediction in Large Scale Railway Networks: Big Data
and Interpretability},
booktitle = {Recent Advances in Big Data and Deep Learning, Proceedings of the
{INNS} Big Data and Deep Learning Conference {INNSBDDL} 2019, held
at Sestri Levante, Genova, Italy 16-18 April 2019},
pages = {136--141},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-16841-4\_14},
doi = {10.1007/978-3-030-16841-4\_14},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/inns/OnetoBSCPA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/OnetoBLCPA19,
author = {Luca Oneto and
Irene Buselli and
Alessandro Lulli and
Renzo Canepa and
Simone Petralli and
Davide Anguita},
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Train Overtaking Prediction in Railway Networks: {A} Big Data Perspective},
booktitle = {Recent Advances in Big Data and Deep Learning, Proceedings of the
{INNS} Big Data and Deep Learning Conference {INNSBDDL} 2019, held
at Sestri Levante, Genova, Italy 16-18 April 2019},
pages = {142--151},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-16841-4\_15},
doi = {10.1007/978-3-030-16841-4\_15},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/inns/OnetoBLCPA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/CipolliniMOTVA19,
author = {Francesca Cipollini and
Fabiana Miglianti and
Luca Oneto and
Giorgio Tani and
Michele Viviani and
Davide Anguita},
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Cavitation Noise Spectra Prediction with Hybrid Models},
booktitle = {Recent Advances in Big Data and Deep Learning, Proceedings of the
{INNS} Big Data and Deep Learning Conference {INNSBDDL} 2019, held
at Sestri Levante, Genova, Italy 16-18 April 2019},
pages = {152--157},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-16841-4\_16},
doi = {10.1007/978-3-030-16841-4\_16},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/inns/CipolliniMOTVA19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/SchlegelJBCCCPO19,
author = {Udo Schlegel and
Wolfgang Jentner and
Juri Buchm{\"{u}}ller and
Eren Cakmak and
Giuliano Castiglia and
Renzo Canepa and
Simone Petralli and
Luca Oneto and
Daniel A. Keim and
Davide Anguita},
editor = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Visual Analytics for Supporting Conflict Resolution in Large Railway
Networks},
booktitle = {Recent Advances in Big Data and Deep Learning, Proceedings of the
{INNS} Big Data and Deep Learning Conference {INNSBDDL} 2019, held
at Sestri Levante, Genova, Italy 16-18 April 2019},
pages = {206--215},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-16841-4\_22},
doi = {10.1007/978-3-030-16841-4\_22},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/inns/SchlegelJBCCCPO19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mtits/ConsilvioSACDOP19,
author = {Alice Consilvio and
Paolo Sanetti and
Davide Anguita and
Carlo Crovetto and
Carlo Dambra and
Luca Oneto and
Federico Papa and
Nicola Sacco},
title = {Prescriptive Maintenance of Railway Infrastructure: From Data Analytics
to Decision Support},
booktitle = {6th International Conference on Models and Technologies for Intelligent
Transportation Systems, {MT-ITS} 2019, Cracow, Poland, June 5-7, 2019},
pages = {1--10},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/MTITS.2019.8883331},
doi = {10.1109/MTITS.2019.8883331},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/mtits/ConsilvioSACDOP19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bdr/OnetoFCCPDMA18,
author = {Luca Oneto and
Emanuele Fumeo and
Giorgio Clerico and
Renzo Canepa and
Federico Papa and
Carlo Dambra and
Nadia Mazzino and
Davide Anguita},
title = {Train Delay Prediction Systems: {A} Big Data Analytics Perspective},
journal = {Big Data Res.},
volume = {11},
pages = {54--64},
year = {2018},
url = {https://doi.org/10.1016/j.bdr.2017.05.002},
doi = {10.1016/J.BDR.2017.05.002},
timestamp = {Mon, 13 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bdr/OnetoFCCPDMA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/OnetoCRA18,
author = {Luca Oneto and
Francesca Cipollini and
Sandro Ridella and
Davide Anguita},
title = {Randomized learning: Generalization performance of old and new theoretically
grounded algorithms},
journal = {Neurocomputing},
volume = {298},
pages = {21--33},
year = {2018},
url = {https://doi.org/10.1016/j.neucom.2017.10.066},
doi = {10.1016/J.NEUCOM.2017.10.066},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/OnetoCRA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/OnetoNSA18,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Multilayer Graph Node Kernels: Stacking While Maintaining Convexity},
journal = {Neural Process. Lett.},
volume = {48},
number = {2},
pages = {649--667},
year = {2018},
url = {https://doi.org/10.1007/s11063-017-9742-z},
doi = {10.1007/S11063-017-9742-Z},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/npl/OnetoNSA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ress/CipolliniOCMA18,
author = {Francesca Cipollini and
Luca Oneto and
Andrea Coraddu and
Alan John Murphy and
Davide Anguita},
title = {Condition-based maintenance of naval propulsion systems: Data analysis
with minimal feedback},
journal = {Reliab. Eng. Syst. Saf.},
volume = {177},
pages = {12--23},
year = {2018},
url = {https://doi.org/10.1016/j.ress.2018.04.015},
doi = {10.1016/J.RESS.2018.04.015},
timestamp = {Tue, 25 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ress/CipolliniOCMA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sj/OnetoLRDA18,
author = {Luca Oneto and
Federica Laureri and
Michela Robba and
Federico Delfino and
Davide Anguita},
title = {Data-Driven Photovoltaic Power Production Nowcasting and Forecasting
for Polygeneration Microgrids},
journal = {{IEEE} Syst. J.},
volume = {12},
number = {3},
pages = {2842--2853},
year = {2018},
url = {https://doi.org/10.1109/JSYST.2017.2688359},
doi = {10.1109/JSYST.2017.2688359},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sj/OnetoLRDA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/OnetoNDRSAA18,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Michele Donini and
Sandro Ridella and
Alessandro Sperduti and
Fabio Aiolli and
Davide Anguita},
title = {Learning With Kernels: {A} Local Rademacher Complexity-Based Analysis
With Application to Graph Kernels},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {29},
number = {10},
pages = {4660--4671},
year = {2018},
url = {https://doi.org/10.1109/TNNLS.2017.2771830},
doi = {10.1109/TNNLS.2017.2771830},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/OnetoNDRSAA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsaa/LulliOCPA18,
author = {Alessandro Lulli and
Luca Oneto and
Renzo Canepa and
Simone Petralli and
Davide Anguita},
editor = {Francesco Bonchi and
Foster J. Provost and
Tina Eliassi{-}Rad and
Wei Wang and
Ciro Cattuto and
Rayid Ghani},
title = {Large-Scale Railway Networks Train Movements: {A} Dynamic, Interpretable,
and Robust Hybrid Data Analytics System},
booktitle = {5th {IEEE} International Conference on Data Science and Advanced Analytics,
{DSAA} 2018, Turin, Italy, October 1-3, 2018},
pages = {371--380},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/DSAA.2018.00048},
doi = {10.1109/DSAA.2018.00048},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dsaa/LulliOCPA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoNDA18,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Michele Donini and
Davide Anguita},
title = {Emerging trends in machine learning: beyond conventional methods and
data},
booktitle = {26th European Symposium on Artificial Neural Networks, {ESANN} 2018,
Bruges, Belgium, April 25-27, 2018},
year = {2018},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2018-4.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoNDA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoRA18,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Local Rademacher Complexity Machine},
booktitle = {26th European Symposium on Artificial Neural Networks, {ESANN} 2018,
Bruges, Belgium, April 25-27, 2018},
year = {2018},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2018-139.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoRA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/CipolliniOCSA18,
author = {Francesca Cipollini and
Luca Oneto and
Andrea Coraddu and
Stefano Savio and
Davide Anguita},
editor = {Seiichi Ozawa and
Ah{-}Hwee Tan and
Plamen P. Angelov and
Asim Roy and
Mahardhika Pratama},
title = {Unintrusive Monitoring of Induction Motors Bearings via Deep Learning
on Stator Currents},
booktitle = {{INNS} Conference on Big Data and Deep Learning 2018, Sanur, Bali,
Indonesia, 17-19 April 2018},
series = {Procedia Computer Science},
volume = {144},
pages = {42--51},
publisher = {Elsevier},
year = {2018},
url = {https://doi.org/10.1016/j.procs.2018.10.503},
doi = {10.1016/J.PROCS.2018.10.503},
timestamp = {Mon, 24 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/inns/CipolliniOCSA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cogcom/OnetoBCA17,
author = {Luca Oneto and
Federica Bisio and
Erik Cambria and
Davide Anguita},
title = {Semi-supervised Learning for Affective Common-Sense Reasoning},
journal = {Cogn. Comput.},
volume = {9},
number = {1},
pages = {18--42},
year = {2017},
url = {https://doi.org/10.1007/s12559-016-9433-5},
doi = {10.1007/S12559-016-9433-5},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cogcom/OnetoBCA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cogcom/OnetoBCA17a,
author = {Luca Oneto and
Federica Bisio and
Erik Cambria and
Davide Anguita},
title = {SLT-Based {ELM} for Big Social Data Analysis},
journal = {Cogn. Comput.},
volume = {9},
number = {2},
pages = {259--274},
year = {2017},
url = {https://doi.org/10.1007/s12559-016-9440-6},
doi = {10.1007/S12559-016-9440-6},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cogcom/OnetoBCA17a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/OnetoNDSAA17,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Michele Donini and
Alessandro Sperduti and
Fabio Aiolli and
Davide Anguita},
title = {Measuring the expressivity of graph kernels through Statistical Learning
Theory},
journal = {Neurocomputing},
volume = {268},
pages = {4--16},
year = {2017},
url = {https://doi.org/10.1016/j.neucom.2017.02.088},
doi = {10.1016/J.NEUCOM.2017.02.088},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/OnetoNDSAA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/OnetoRA17,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Differential privacy and generalization: Sharper bounds with applications},
journal = {Pattern Recognit. Lett.},
volume = {89},
pages = {31--38},
year = {2017},
url = {https://doi.org/10.1016/j.patrec.2017.02.006},
doi = {10.1016/J.PATREC.2017.02.006},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/OnetoRA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcsv/LawalPAC17,
author = {Isah Abdullahi Lawal and
Fabio Poiesi and
Davide Anguita and
Andrea Cavallaro},
title = {Support Vector Motion Clustering},
journal = {{IEEE} Trans. Circuits Syst. Video Technol.},
volume = {27},
number = {11},
pages = {2395--2408},
year = {2017},
url = {https://doi.org/10.1109/TCSVT.2016.2580401},
doi = {10.1109/TCSVT.2016.2580401},
timestamp = {Tue, 29 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tcsv/LawalPAC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsmc/OnetoFCCPDMA17,
author = {Luca Oneto and
Emanuele Fumeo and
Giorgio Clerico and
Renzo Canepa and
Federico Papa and
Carlo Dambra and
Nadia Mazzino and
Davide Anguita},
title = {Dynamic Delay Predictions for Large-Scale Railway Networks: Deep and
Shallow Extreme Learning Machines Tuned via Thresholdout},
journal = {{IEEE} Trans. Syst. Man Cybern. Syst.},
volume = {47},
number = {10},
pages = {2754--2767},
year = {2017},
url = {https://doi.org/10.1109/TSMC.2017.2693209},
doi = {10.1109/TSMC.2017.2693209},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsmc/OnetoFCCPDMA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/LulliOA17,
author = {Alessandro Lulli and
Luca Oneto and
Davide Anguita},
editor = {Jian{-}Yun Nie and
Zoran Obradovic and
Toyotaro Suzumura and
Rumi Ghosh and
Raghunath Nambiar and
Chonggang Wang and
Hui Zang and
Ricardo Baeza{-}Yates and
Xiaohua Hu and
Jeremy Kepner and
Alfredo Cuzzocrea and
Jian Tang and
Masashi Toyoda},
title = {Crack random forest for arbitrary large datasets},
booktitle = {2017 {IEEE} International Conference on Big Data {(IEEE} BigData 2017),
Boston, MA, USA, December 11-14, 2017},
pages = {706--715},
publisher = {{IEEE} Computer Society},
year = {2017},
url = {https://doi.org/10.1109/BigData.2017.8257986},
doi = {10.1109/BIGDATA.2017.8257986},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/LulliOA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoRA17,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Generalization Performances of Randomized Classifiers and Algorithms
built on Data Dependent Distributions},
booktitle = {25th European Symposium on Artificial Neural Networks, {ESANN} 2017,
Bruges, Belgium, April 26-28, 2017},
year = {2017},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2017-53.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoRA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoSLA17,
author = {Luca Oneto and
Anna Siri and
Gianvittorio Luria and
Davide Anguita},
title = {Dropout Prediction at University of Genoa: a Privacy Preserving Data
Driven Approach},
booktitle = {25th European Symposium on Artificial Neural Networks, {ESANN} 2017,
Bruges, Belgium, April 26-28, 2017},
year = {2017},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2017-54.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoSLA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/LulliOA17,
author = {Alessandro Lulli and
Luca Oneto and
Davide Anguita},
editor = {Alessandra Lintas and
Stefano Rovetta and
Paul F. M. J. Verschure and
Alessandro E. P. Villa},
title = {ReForeSt: Random Forests in Apache Spark},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2017 - 26th
International Conference on Artificial Neural Networks, Alghero, Italy,
September 11-14, 2017, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {10614},
pages = {331--339},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-68612-7\_38},
doi = {10.1007/978-3-319-68612-7\_38},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/LulliOA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/OnetoCSKCCA17,
author = {Luca Oneto and
Andrea Coraddu and
Paolo Sanetti and
Olena Karpenko and
Francesca Cipollini and
Toine Cleophas and
Davide Anguita},
editor = {Alessandra Lintas and
Stefano Rovetta and
Paul F. M. J. Verschure and
Alessandro E. P. Villa},
title = {Marine Safety and Data Analytics: Vessel Crash Stop Maneuvering Performance
Prediction},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2017 - 26th
International Conference on Artificial Neural Networks, Alghero, Italy,
September 11-14, 2017, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {10614},
pages = {385--393},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-68612-7\_44},
doi = {10.1007/978-3-319-68612-7\_44},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/OnetoCSKCCA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/OnetoNSA17,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Alessandro Sperduti and
Davide Anguita},
title = {Deep graph node kernels: {A} convex approach},
booktitle = {2017 International Joint Conference on Neural Networks, {IJCNN} 2017,
Anchorage, AK, USA, May 14-19, 2017},
pages = {316--323},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/IJCNN.2017.7965871},
doi = {10.1109/IJCNN.2017.7965871},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/OnetoNSA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cim/OnetoBCA16,
author = {Luca Oneto and
Federica Bisio and
Erik Cambria and
Davide Anguita},
title = {Statistical Learning Theory and {ELM} for Big Social Data Analysis},
journal = {{IEEE} Comput. Intell. Mag.},
volume = {11},
number = {3},
pages = {45--55},
year = {2016},
url = {https://doi.org/10.1109/MCI.2016.2572540},
doi = {10.1109/MCI.2016.2572540},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cim/OnetoBCA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/Reyes-OrtizOSPA16,
author = {Jorge Luis Reyes{-}Ortiz and
Luca Oneto and
Albert Sam{\`{a}} and
Xavier Parra and
Davide Anguita},
title = {Transition-Aware Human Activity Recognition Using Smartphones},
journal = {Neurocomputing},
volume = {171},
pages = {754--767},
year = {2016},
url = {https://doi.org/10.1016/j.neucom.2015.07.085},
doi = {10.1016/J.NEUCOM.2015.07.085},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/Reyes-OrtizOSPA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/VahdatOAFR16,
author = {Mehrnoosh Vahdat and
Luca Oneto and
Davide Anguita and
Mathias Funk and
Matthias Rauterberg},
title = {Can machine learning explain human learning?},
journal = {Neurocomputing},
volume = {192},
pages = {14--28},
year = {2016},
url = {https://doi.org/10.1016/j.neucom.2015.11.100},
doi = {10.1016/J.NEUCOM.2015.11.100},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/VahdatOAFR16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/OnetoRA16,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Tikhonov, Ivanov and Morozov regularization for support vector machine
learning},
journal = {Mach. Learn.},
volume = {103},
number = {1},
pages = {103--136},
year = {2016},
url = {https://doi.org/10.1007/s10994-015-5540-x},
doi = {10.1007/S10994-015-5540-X},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ml/OnetoRA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/OnetoAR16,
author = {Luca Oneto and
Davide Anguita and
Sandro Ridella},
title = {A local Vapnik-Chervonenkis complexity},
journal = {Neural Networks},
volume = {82},
pages = {62--75},
year = {2016},
url = {https://doi.org/10.1016/j.neunet.2016.07.002},
doi = {10.1016/J.NEUNET.2016.07.002},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/OnetoAR16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/OnetoGRA16,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Davide Anguita},
title = {Global Rademacher Complexity Bounds: From Slow to Fast Convergence
Rates},
journal = {Neural Process. Lett.},
volume = {43},
number = {2},
pages = {567--602},
year = {2016},
url = {https://doi.org/10.1007/s11063-015-9429-2},
doi = {10.1007/S11063-015-9429-2},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/OnetoGRA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/OnetoAR16,
author = {Luca Oneto and
Davide Anguita and
Sandro Ridella},
title = {PAC-bayesian analysis of distribution dependent priors: Tighter risk
bounds and stability analysis},
journal = {Pattern Recognit. Lett.},
volume = {80},
pages = {200--207},
year = {2016},
url = {https://doi.org/10.1016/j.patrec.2016.06.019},
doi = {10.1016/J.PATREC.2016.06.019},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/OnetoAR16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tecs/OnetoRA16,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Learning Hardware-Friendly Classifiers Through Algorithmic Stability},
journal = {{ACM} Trans. Embed. Comput. Syst.},
volume = {15},
number = {2},
pages = {23:1--23:29},
year = {2016},
url = {https://doi.org/10.1145/2836165},
doi = {10.1145/2836165},
timestamp = {Tue, 08 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tecs/OnetoRA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsaa/OnetoFCCPDMA16,
author = {Luca Oneto and
Emanuele Fumeo and
Giorgio Clerico and
Renzo Canepa and
Federico Papa and
Carlo Dambra and
Nadia Mazzino and
Davide Anguita},
title = {Advanced Analytics for Train Delay Prediction Systems by Including
Exogenous Weather Data},
booktitle = {2016 {IEEE} International Conference on Data Science and Advanced
Analytics, {DSAA} 2016, Montreal, QC, Canada, October 17-19, 2016},
pages = {458--467},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/DSAA.2016.57},
doi = {10.1109/DSAA.2016.57},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dsaa/OnetoFCCPDMA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ectel/VahdatCFRHA16,
author = {Mehrnoosh Vahdat and
Maira B. Carvalho and
Mathias Funk and
Matthias Rauterberg and
Jun Hu and
Davide Anguita},
editor = {Katrien Verbert and
Mike Sharples and
Tomaz Klobucar},
title = {Learning Analytics for a Puzzle Game to Discover the Puzzle-Solving
Tactics of Players},
booktitle = {Adaptive and Adaptable Learning - 11th European Conference on Technology
Enhanced Learning, {EC-TEL} 2016, Lyon, France, September 13-16, 2016,
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9891},
pages = {673--677},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-45153-4\_89},
doi = {10.1007/978-3-319-45153-4\_89},
timestamp = {Mon, 28 Aug 2023 21:17:28 +0200},
biburl = {https://dblp.org/rec/conf/ectel/VahdatCFRHA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoNDAA16,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Michele Donini and
Fabio Aiolli and
Davide Anguita},
title = {Advances in Learning with Kernels: Theory and Practice in a World
of growing Constraints},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-21.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoNDAA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoNDSAA16,
author = {Luca Oneto and
Nicol{\`{o}} Navarin and
Michele Donini and
Alessandro Sperduti and
Fabio Aiolli and
Davide Anguita},
title = {Measuring the Expressivity of Graph Kernels through the Rademacher
Complexity},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-150.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoNDSAA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoRA16,
author = {Luca Oneto and
Sandro Ridella and
Davide Anguita},
title = {Tuning the Distribution Dependent Prior in the PAC-Bayes Framework
based on Empirical Data},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-46.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoRA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OrlandiOA16,
author = {Ilenia Orlandi and
Luca Oneto and
Davide Anguita},
title = {Random Forests Model Selection},
booktitle = {24th European Symposium on Artificial Neural Networks, {ESANN} 2016,
Bruges, Belgium, April 27-29, 2016},
year = {2016},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2016-48.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OrlandiOA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns/OnetoFCCPDMA16,
author = {Luca Oneto and
Emanuele Fumeo and
Giorgio Clerico and
Renzo Canepa and
Federico Papa and
Carlo Dambra and
Nadia Mazzino and
Davide Anguita},
editor = {Plamen Angelov and
Yannis Manolopoulos and
Lazaros S. Iliadis and
Asim Roy and
Marley M. B. R. Vellasco},
title = {Delay Prediction System for Large-Scale Railway Networks Based on
Big Data Analytics},
booktitle = {Advances in Big Data - Proceedings of the 2nd {INNS} Conference on
Big Data, October 23-25, 2016, Thessaloniki, Greece},
series = {Advances in Intelligent Systems and Computing},
volume = {529},
pages = {139--150},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-47898-2\_15},
doi = {10.1007/978-3-319-47898-2\_15},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/inns/OnetoFCCPDMA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rtsi/OnetoACCX16,
author = {Luca Oneto and
Davide Anguita and
Andrea Coraddu and
Toine Cleophas and
Katerina Xepapa},
title = {Vessel monitoring and design in industry 4.0: {A} data driven perspective},
booktitle = {2nd {IEEE} International Forum on Research and Technologies for Society
and Industry Leveraging a better tomorrow, {RTSI} 2016, Bologna, Italy,
September 7-9, 2016},
pages = {1--6},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/RTSI.2016.7740594},
doi = {10.1109/RTSI.2016.7740594},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/rtsi/OnetoACCX16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:series/sist/OnetoA16,
author = {Luca Oneto and
Davide Anguita},
editor = {Simone Bassis and
Anna Esposito and
Francesco Carlo Morabito and
Eros Pasero},
title = {Learning Hardware Friendly Classifiers Through Algorithmic Risk Minimization},
booktitle = {Advances in Neural Networks - Computational Intelligence for {ICT}},
series = {Smart Innovation, Systems and Technologies},
volume = {54},
pages = {403--413},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-33747-0\_40},
doi = {10.1007/978-3-319-33747-0\_40},
timestamp = {Sat, 09 Apr 2022 12:19:58 +0200},
biburl = {https://dblp.org/rec/series/sist/OnetoA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/OnetoGRA15,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Davide Anguita},
title = {Learning Resource-Aware Classifiers for Mobile Devices: From Regularization
to Energy Efficiency},
journal = {Neurocomputing},
volume = {169},
pages = {225--235},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2014.12.099},
doi = {10.1016/J.NEUCOM.2014.12.099},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/OnetoGRA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/OnetoGRA15,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Davide Anguita},
title = {Local Rademacher Complexity: Sharper risk bounds with and without
unlabeled samples},
journal = {Neural Networks},
volume = {65},
pages = {115--125},
year = {2015},
url = {https://doi.org/10.1016/j.neunet.2015.02.006},
doi = {10.1016/J.NEUNET.2015.02.006},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/OnetoGRA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcyb/OnetoGRA15,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Davide Anguita},
title = {Fully Empirical and Data-Dependent Stability-Based Bounds},
journal = {{IEEE} Trans. Cybern.},
volume = {45},
number = {9},
pages = {1913--1926},
year = {2015},
url = {https://doi.org/10.1109/TCYB.2014.2361857},
doi = {10.1109/TCYB.2014.2361857},
timestamp = {Fri, 22 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tcyb/OnetoGRA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/OnetoOA15,
author = {Luca Oneto and
Ilenia Orlandi and
Davide Anguita},
title = {Performance assessment and uncertainty quantification of predictive
models for smart manufacturing systems},
booktitle = {2015 {IEEE} International Conference on Big Data {(IEEE} BigData 2015),
Santa Clara, CA, USA, October 29 - November 1, 2015},
pages = {1436--1445},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/BigData.2015.7363904},
doi = {10.1109/BIGDATA.2015.7363904},
timestamp = {Fri, 19 Nov 2021 16:08:20 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/OnetoOA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ectel/VahdatOAFR15,
author = {Mehrnoosh Vahdat and
Luca Oneto and
Davide Anguita and
Mathias Funk and
Matthias Rauterberg},
editor = {Gr{\'{a}}inne Conole and
Tomaz Klobucar and
Christoph Rensing and
Johannes Konert and
{\'{E}}lise Lavou{\'{e}}},
title = {A Learning Analytics Approach to Correlate the Academic Achievements
of Students with Interaction Data from an Educational Simulator},
booktitle = {Design for Teaching and Learning in a Networked World - 10th European
Conference on Technology Enhanced Learning, {EC-TEL} 2015, Toledo,
Spain, September 15-18, 2015, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9307},
pages = {352--366},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-24258-3\_26},
doi = {10.1007/978-3-319-24258-3\_26},
timestamp = {Sat, 30 Sep 2023 09:39:33 +0200},
biburl = {https://dblp.org/rec/conf/ectel/VahdatOAFR15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/OnetoPGA15,
author = {Luca Oneto and
Bernardo Pilarz and
Alessandro Ghio and
Davide Anguita},
title = {Model Selection for Big Data: Algorithmic Stability and Bag of Little
Bootstraps on GPUs},
booktitle = {23rd European Symposium on Artificial Neural Networks, {ESANN} 2015,
Bruges, Belgium, April 22-24, 2015},
year = {2015},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2015-50.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/OnetoPGA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/VahdatGOAFR15,
author = {Mehrnoosh Vahdat and
Alessandro Ghio and
Luca Oneto and
Davide Anguita and
Mathias Funk and
Matthias Rauterberg},
title = {Advances in learning analytics and educational data mining},
booktitle = {23rd European Symposium on Artificial Neural Networks, {ESANN} 2015,
Bruges, Belgium, April 22-24, 2015},
year = {2015},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2015-18.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/VahdatGOAFR15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/VahdatOGAFR15,
author = {Mehrnoosh Vahdat and
Luca Oneto and
Alessandro Ghio and
Davide Anguita and
Mathias Funk and
Matthias Rauterberg},
title = {Human Algorithmic Stability and Human Rademacher Complexity},
booktitle = {23rd European Symposium on Artificial Neural Networks, {ESANN} 2015,
Bruges, Belgium, April 22-24, 2015},
year = {2015},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2015-49.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/VahdatOGAFR15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/OnetoGRA15,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Davide Anguita},
title = {Shrinkage learning to improve {SVM} with hints},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--9},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280412},
doi = {10.1109/IJCNN.2015.7280412},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/OnetoGRA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/OnetoGRA15a,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Davide Anguita},
title = {Support vector machines and strictly positive definite kernel: The
regularization hyperparameter is more important than the kernel hyperparameters},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--4},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280413},
doi = {10.1109/IJCNN.2015.7280413},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/OnetoGRA15a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/OnetoGRA15b,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Davide Anguita},
title = {Fast convergence of extended Rademacher Complexity bounds},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--10},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280414},
doi = {10.1109/IJCNN.2015.7280414},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/OnetoGRA15b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns-wc/Reyes-OrtizOA15,
author = {Jorge Luis Reyes{-}Ortiz and
Luca Oneto and
Davide Anguita},
editor = {Asim Roy and
Plamen Angelov and
Adel M. Alimi and
Ganesh Kumar Venayagamoorthy and
Theodore B. Trafalis},
title = {Big Data Analytics in the Cloud: Spark on Hadoop vs MPI/OpenMP on
Beowulf},
booktitle = {{INNS} Conference on Big Data 2015, San Francisco, CA, USA, 8-10 August
2015},
series = {Procedia Computer Science},
volume = {53},
pages = {121--130},
publisher = {Elsevier},
year = {2015},
url = {https://doi.org/10.1016/j.procs.2015.07.286},
doi = {10.1016/J.PROCS.2015.07.286},
timestamp = {Thu, 08 Jul 2021 16:04:01 +0200},
biburl = {https://dblp.org/rec/conf/inns-wc/Reyes-OrtizOA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/inns-wc/FumeoOA15,
author = {Emanuele Fumeo and
Luca Oneto and
Davide Anguita},
editor = {Asim Roy and
Plamen Angelov and
Adel M. Alimi and
Ganesh Kumar Venayagamoorthy and
Theodore B. Trafalis},
title = {Condition Based Maintenance in Railway Transportation Systems Based
on Big Data Streaming Analysis},
booktitle = {{INNS} Conference on Big Data 2015, San Francisco, CA, USA, 8-10 August
2015},
series = {Procedia Computer Science},
volume = {53},
pages = {437--446},
publisher = {Elsevier},
year = {2015},
url = {https://doi.org/10.1016/j.procs.2015.07.321},
doi = {10.1016/J.PROCS.2015.07.321},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/inns-wc/FumeoOA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/ReyesOrtizAOP15,
author = {Jorge Luis Reyes{-}Ortiz and
Davide Anguita and
Luca Oneto and
Xavier Parra},
title = {Smartphone-Based Recognition of Human Activities and Postural Transitions},
publisher = {{UCI} Machine Learning Repository},
year = {2015},
month = jul,
howpublished = {\url{https://doi.org/10.24432/C54G7M}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.24432/C54G7M},
doi = {10.24432/C54G7M},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/ReyesOrtizAOP15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/VahdatOAFR15,
author = {Mehrnoosh Vahdat and
Luca Oneto and
Davide Anguita and
Mathias Funk and
Matthias Rauterberg},
title = {Educational Process Mining {(EPM):} {A} Learning Analytics Data Set},
publisher = {{UCI} Machine Learning Repository},
year = {2015},
month = sep,
howpublished = {\url{https://doi.org/10.24432/C5NP5K}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.24432/C5NP5K},
doi = {10.24432/C5NP5K},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/VahdatOAFR15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/AnguitaGOR14,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {Unlabeled patterns to tighten Rademacher complexity error bounds for
kernel classifiers},
journal = {Pattern Recognit. Lett.},
volume = {37},
pages = {210--219},
year = {2014},
url = {https://doi.org/10.1016/j.patrec.2013.04.027},
doi = {10.1016/J.PATREC.2013.04.027},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/prl/AnguitaGOR14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/AnguitaGOR14,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {A Deep Connection Between the Vapnik-Chervonenkis Entropy and the
Rademacher Complexity},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {25},
number = {12},
pages = {2202--2211},
year = {2014},
url = {https://doi.org/10.1109/TNNLS.2014.2307359},
doi = {10.1109/TNNLS.2014.2307359},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/AnguitaGOR14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ectel/VahdatOGDAFR14,
author = {Mehrnoosh Vahdat and
Luca Oneto and
Alessandro Ghio and
Giuliano Donzellini and
Davide Anguita and
Mathias Funk and
Matthias Rauterberg},
editor = {Christoph Rensing and
Sara de Freitas and
Tobias Ley and
Pedro J. Mu{\~{n}}oz Merino},
title = {A Learning Analytics Methodology to Profile Students Behavior and
Explore Interactions with a Digital Electronics Simulator},
booktitle = {Open Learning and Teaching in Educational Communities - 9th European
Conference on Technology Enhanced Learning, {EC-TEL} 2014, Graz, Austria,
September 16-19, 2014, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8719},
pages = {596--597},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11200-8\_87},
doi = {10.1007/978-3-319-11200-8\_87},
timestamp = {Mon, 28 Aug 2023 21:17:28 +0200},
biburl = {https://dblp.org/rec/conf/ectel/VahdatOGDAFR14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguitaGOR14,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {Learning with few bits on small-scale devices: From regularization
to energy efficiency},
booktitle = {22th European Symposium on Artificial Neural Networks, {ESANN} 2014,
Bruges, Belgium, April 23-25, 2014},
year = {2014},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2014-27.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguitaGOR14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/Reyes-OrtizOGSAP14,
author = {Jorge Luis Reyes{-}Ortiz and
Luca Oneto and
Alessandro Ghio and
Albert Sam{\`{a}} and
Davide Anguita and
Xavier Parra},
editor = {Stefan Wermter and
Cornelius Weber and
Wlodzislaw Duch and
Timo Honkela and
Petia D. Koprinkova{-}Hristova and
Sven Magg and
G{\"{u}}nther Palm and
Alessandro E. P. Villa},
title = {Human Activity Recognition on Smartphones with Awareness of Basic
Activities and Postural Transitions},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2014 - 24th
International Conference on Artificial Neural Networks, Hamburg, Germany,
September 15-19, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8681},
pages = {177--184},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11179-7\_23},
doi = {10.1007/978-3-319-11179-7\_23},
timestamp = {Tue, 14 May 2019 10:00:49 +0200},
biburl = {https://dblp.org/rec/conf/icann/Reyes-OrtizOGSAP14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/OnetoGRRA14,
author = {Luca Oneto and
Alessandro Ghio and
Sandro Ridella and
Jorge Luis Reyes{-}Ortiz and
Davide Anguita},
editor = {Zhi{-}Hua Zhou and
Wei Wang and
Ravi Kumar and
Hannu Toivonen and
Jian Pei and
Joshua Zhexue Huang and
Xindong Wu},
title = {Out-of-Sample Error Estimation: The Blessing of High Dimensionality},
booktitle = {2014 {IEEE} International Conference on Data Mining Workshops, {ICDM}
Workshops 2014, Shenzhen, China, December 14, 2014},
pages = {637--644},
publisher = {{IEEE} Computer Society},
year = {2014},
url = {https://doi.org/10.1109/ICDMW.2014.41},
doi = {10.1109/ICDMW.2014.41},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/OnetoGRRA14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaGOR14,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {Smartphone battery saving by bit-based hypothesis spaces and local
Rademacher Complexities},
booktitle = {2014 International Joint Conference on Neural Networks, {IJCNN} 2014,
Beijing, China, July 6-11, 2014},
pages = {3916--3921},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/IJCNN.2014.6889482},
doi = {10.1109/IJCNN.2014.6889482},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaGOR14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/CoradduOGSAF14,
author = {Andrea Coraddu and
Luca Oneto and
Alessandro Ghio and
Stefano Savio and
Davide Anguita and
Massimo Figari},
title = {Condition Based Maintenance of Naval Propulsion Plants},
publisher = {{UCI} Machine Learning Repository},
year = {2014},
month = sep,
howpublished = {\url{https://doi.org/10.24432/C5K31K}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.24432/C5K31K},
doi = {10.24432/C5K31K},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/CoradduOGSAF14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jaiscr/AnguitaGGR13,
author = {Davide Anguita and
Luca Ghelardoni and
Alessandro Ghio and
Sandro Ridella},
title = {A Survey of old and New Results for the Test Error Estimation of a
Classifier},
journal = {J. Artif. Intell. Soft Comput. Res.},
volume = {3},
number = {4},
pages = {229},
year = {2013},
url = {https://doi.org/10.2478/jaiscr-2014-0016},
doi = {10.2478/JAISCR-2014-0016},
timestamp = {Fri, 13 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jaiscr/AnguitaGGR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jucs/AnguitaGOPR13,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Xavier Parra and
Jorge Luis Reyes{-}Ortiz},
title = {Energy Efficient Smartphone-Based Activity Recognition using Fixed-Point
Arithmetic},
journal = {J. Univers. Comput. Sci.},
volume = {19},
number = {9},
pages = {1295--1314},
year = {2013},
url = {https://doi.org/10.3217/jucs-019-09-1295},
doi = {10.3217/JUCS-019-09-1295},
timestamp = {Wed, 17 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jucs/AnguitaGOPR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/OnetoGAR13,
author = {Luca Oneto and
Alessandro Ghio and
Davide Anguita and
Sandro Ridella},
title = {An improved analysis of the Rademacher data-dependent bound using
its self bounding property},
journal = {Neural Networks},
volume = {44},
pages = {107--111},
year = {2013},
url = {https://doi.org/10.1016/j.neunet.2013.03.017},
doi = {10.1016/J.NEUNET.2013.03.017},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/OnetoGAR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsg/GhelardoniGA13,
author = {Luca Ghelardoni and
Alessandro Ghio and
Davide Anguita},
title = {Energy Load Forecasting Using Empirical Mode Decomposition and Support
Vector Regression},
journal = {{IEEE} Trans. Smart Grid},
volume = {4},
number = {1},
pages = {549--556},
year = {2013},
url = {https://doi.org/10.1109/TSG.2012.2235089},
doi = {10.1109/TSG.2012.2235089},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tsg/GhelardoniGA13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguitaGOPR13,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Xavier Parra and
Jorge Luis Reyes{-}Ortiz},
title = {A Public Domain Dataset for Human Activity Recognition using Smartphones},
booktitle = {21st European Symposium on Artificial Neural Networks, {ESANN} 2013,
Bruges, Belgium, April 24-26, 2013},
year = {2013},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2013-84.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguitaGOPR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguitaGOR13,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {A Learning Machine with a Bit-Based Hypothesis Space},
booktitle = {21st European Symposium on Artificial Neural Networks, {ESANN} 2013,
Bruges, Belgium, April 24-26, 2013},
year = {2013},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2013-75.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguitaGOR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/Reyes-OrtizGPACC13,
author = {Jorge Luis Reyes{-}Ortiz and
Alessandro Ghio and
Xavier Parra and
Davide Anguita and
Joan Cabestany and
Andreu Catal{\`{a}}},
title = {Human Activity and Motion Disorder Recognition: towards smarter Interactive
Cognitive Environments},
booktitle = {21st European Symposium on Artificial Neural Networks, {ESANN} 2013,
Bruges, Belgium, April 24-26, 2013},
year = {2013},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2013-11.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/Reyes-OrtizGPACC13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/AnguitaGOPR13,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Xavier Parra and
Jorge Luis Reyes{-}Ortiz},
editor = {Valeri M. Mladenov and
Petia D. Koprinkova{-}Hristova and
G{\"{u}}nther Palm and
Alessandro E. P. Villa and
Bruno Appollini and
Nikola K. Kasabov},
title = {Training Computationally Efficient Smartphone-Based Human Activity
Recognition Models},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2013 - 23rd
International Conference on Artificial Neural Networks, Sofia, Bulgaria,
September 10-13, 2013. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8131},
pages = {426--433},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40728-4\_54},
doi = {10.1007/978-3-642-40728-4\_54},
timestamp = {Thu, 04 Jun 2020 19:07:57 +0200},
biburl = {https://dblp.org/rec/conf/icann/AnguitaGOPR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/AnguitaGORR13,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Jorge Luis Reyes{-}Ortiz and
Sandro Ridella},
editor = {Valeri M. Mladenov and
Petia D. Koprinkova{-}Hristova and
G{\"{u}}nther Palm and
Alessandro E. P. Villa and
Bruno Appollini and
Nikola K. Kasabov},
title = {A Novel Procedure for Training {L1-L2} Support Vector Machine Classifiers},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2013 - 23rd
International Conference on Artificial Neural Networks, Sofia, Bulgaria,
September 10-13, 2013. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8131},
pages = {434--441},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-40728-4\_55},
doi = {10.1007/978-3-642-40728-4\_55},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/AnguitaGORR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaGOR13,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {Some results about the Vapnik-Chervonenkis entropy and the rademacher
complexity},
booktitle = {The 2013 International Joint Conference on Neural Networks, {IJCNN}
2013, Dallas, TX, USA, August 4-9, 2013},
pages = {1--8},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IJCNN.2013.6706943},
doi = {10.1109/IJCNN.2013.6706943},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaGOR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaGOR13a,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {A support vector machine classifier from a bit-constrained, sparse
and localized hypothesis space},
booktitle = {The 2013 International Joint Conference on Neural Networks, {IJCNN}
2013, Dallas, TX, USA, August 4-9, 2013},
pages = {1--10},
publisher = {{IEEE}},
year = {2013},
url = {https://doi.org/10.1109/IJCNN.2013.6706868},
doi = {10.1109/IJCNN.2013.6706868},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaGOR13a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/AnguitaGOR12,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {In-sample Model Selection for Trimmed Hinge Loss Support Vector Machine},
journal = {Neural Process. Lett.},
volume = {36},
number = {3},
pages = {275--283},
year = {2012},
url = {https://doi.org/10.1007/s11063-012-9235-z},
doi = {10.1007/S11063-012-9235-Z},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/AnguitaGOR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/AnguitaGOR12,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {In-Sample and Out-of-Sample Model Selection and Error Estimation for
Support Vector Machines},
journal = {{IEEE} Trans. Neural Networks Learn. Syst.},
volume = {23},
number = {9},
pages = {1390--1406},
year = {2012},
url = {https://doi.org/10.1109/TNNLS.2012.2202401},
doi = {10.1109/TNNLS.2012.2202401},
timestamp = {Mon, 09 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/AnguitaGOR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguitaGGOR12,
author = {Davide Anguita and
Luca Ghelardoni and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {The 'K' in K-fold Cross Validation},
booktitle = {20th European Symposium on Artificial Neural Networks, {ESANN} 2012,
Bruges, Belgium, April 25-27, 2012},
year = {2012},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2012-62.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguitaGGOR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguitaGOR12,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {Structural Risk Minimization and Rademacher Complexity for Regression},
booktitle = {20th European Symposium on Artificial Neural Networks, {ESANN} 2012,
Bruges, Belgium, April 25-27, 2012},
year = {2012},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2012-61.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguitaGOR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/GhioAORS12,
author = {Alessandro Ghio and
Davide Anguita and
Luca Oneto and
Sandro Ridella and
Carlotta Schatten},
editor = {Alessandro E. P. Villa and
Wlodzislaw Duch and
P{\'{e}}ter {\'{E}}rdi and
Francesco Masulli and
G{\"{u}}nther Palm},
title = {Nested Sequential Minimal Optimization for Support Vector Machines},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2012 - 22nd
International Conference on Artificial Neural Networks, Lausanne,
Switzerland, September 11-14, 2012, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7553},
pages = {156--163},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33266-1\_20},
doi = {10.1007/978-3-642-33266-1\_20},
timestamp = {Tue, 14 May 2019 10:00:49 +0200},
biburl = {https://dblp.org/rec/conf/icann/GhioAORS12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/OnetoAGR12,
author = {Luca Oneto and
Davide Anguita and
Alessandro Ghio and
Sandro Ridella},
editor = {Alessandro E. P. Villa and
Wlodzislaw Duch and
P{\'{e}}ter {\'{E}}rdi and
Francesco Masulli and
G{\"{u}}nther Palm},
title = {Rademacher Complexity and Structural Risk Minimization: An Application
to Human Gene Expression Datasets},
booktitle = {Artificial Neural Networks and Machine Learning - {ICANN} 2012 - 22nd
International Conference on Artificial Neural Networks, Lausanne,
Switzerland, September 11-14, 2012, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {7553},
pages = {491--498},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-33266-1\_61},
doi = {10.1007/978-3-642-33266-1\_61},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/OnetoAGR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwaal/AnguitaGOPR12,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Xavier Parra and
Jorge Luis Reyes{-}Ortiz},
editor = {Jos{\'{e}} Bravo and
Ram{\'{o}}n Herv{\'{a}}s and
Marcela Rodr{\'{\i}}guez},
title = {Human Activity Recognition on Smartphones Using a Multiclass Hardware-Friendly
Support Vector Machine},
booktitle = {Ambient Assisted Living and Home Care - 4th International Workshop,
{IWAAL} 2012, Vitoria-Gasteiz, Spain, December 3-5, 2012. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {7657},
pages = {216--223},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-642-35395-6\_30},
doi = {10.1007/978-3-642-35395-6\_30},
timestamp = {Mon, 07 Nov 2022 21:23:27 +0100},
biburl = {https://dblp.org/rec/conf/iwaal/AnguitaGOPR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@misc{DBLP:data/10/ReyesOrtizAGOP12,
author = {Jorge Luis Reyes{-}Ortiz and
Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Xavier Parra},
title = {Human Activity Recognition Using Smartphones},
publisher = {{UCI} Machine Learning Repository},
year = {2012},
month = dec,
howpublished = {\url{https://doi.org/10.24432/C54S4K}},
note = {Accessed on YYYY-MM-DD.},
url = {https://doi.org/10.24432/C54S4K},
doi = {10.24432/C54S4K},
timestamp = {Tue, 18 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/data/10/ReyesOrtizAGOP12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AnguitaGR11,
author = {Davide Anguita and
Alessandro Ghio and
Sandro Ridella},
title = {Maximal Discrepancy for Support Vector Machines},
journal = {Neurocomputing},
volume = {74},
number = {9},
pages = {1436--1443},
year = {2011},
url = {https://doi.org/10.1016/j.neucom.2010.12.009},
doi = {10.1016/J.NEUCOM.2010.12.009},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/AnguitaGR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcsc/AnguitaCGR11,
author = {Davide Anguita and
Luca Carlino and
Alessandro Ghio and
Sandro Ridella},
title = {A {FPGA} Core Generator for Embedded Classification Systems},
journal = {J. Circuits Syst. Comput.},
volume = {20},
number = {2},
pages = {263--282},
year = {2011},
url = {https://doi.org/10.1142/S0218126611007244},
doi = {10.1142/S0218126611007244},
timestamp = {Tue, 25 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcsc/AnguitaCGR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguitaGOR11,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {Maximal Discrepancy vs. Rademacher Complexity for error estimation},
booktitle = {19th European Symposium on Artificial Neural Networks, {ESANN} 2011,
Bruges, Belgium, April 27-29, 2011, Proceedings},
year = {2011},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2011-78.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguitaGOR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/foci/AnguitaGGR11,
author = {Davide Anguita and
Luca Ghelardoni and
Alessandro Ghio and
Sandro Ridella},
title = {Test error bounds for classifiers: {A} survey of old and new results},
booktitle = {Proceedings of the {IEEE} Symposium on Foundations of Computational
Intelligence, {FOCI} 2011, part of the {IEEE} Symposium Series on
Computational Intelligence 2011, Paris, France, 11-15 April 2011},
pages = {80--87},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/FOCI.2011.5949469},
doi = {10.1109/FOCI.2011.5949469},
timestamp = {Wed, 16 Oct 2019 14:14:56 +0200},
biburl = {https://dblp.org/rec/conf/foci/AnguitaGGR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaGOR11,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {In-sample model selection for Support Vector Machines},
booktitle = {The 2011 International Joint Conference on Neural Networks, {IJCNN}
2011, San Jose, California, USA, July 31 - August 5, 2011},
pages = {1154--1161},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IJCNN.2011.6033354},
doi = {10.1109/IJCNN.2011.6033354},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaGOR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaGOR11a,
author = {Davide Anguita and
Alessandro Ghio and
Luca Oneto and
Sandro Ridella},
title = {Selecting the hypothesis space for improving the generalization ability
of Support Vector Machines},
booktitle = {The 2011 International Joint Conference on Neural Networks, {IJCNN}
2011, San Jose, California, USA, July 31 - August 5, 2011},
pages = {1169--1176},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/IJCNN.2011.6033356},
doi = {10.1109/IJCNN.2011.6033356},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaGOR11a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/OnetoAGR11,
author = {Luca Oneto and
Davide Anguita and
Alessandro Ghio and
Sandro Ridella},
editor = {John Shawe{-}Taylor and
Richard S. Zemel and
Peter L. Bartlett and
Fernando C. N. Pereira and
Kilian Q. Weinberger},
title = {The Impact of Unlabeled Patterns in Rademacher Complexity Theory for
Kernel Classifiers},
booktitle = {Advances in Neural Information Processing Systems 24: 25th Annual
Conference on Neural Information Processing Systems 2011. Proceedings
of a meeting held 12-14 December 2011, Granada, Spain},
pages = {585--593},
year = {2011},
url = {https://proceedings.neurips.cc/paper/2011/hash/0deb1c54814305ca9ad266f53bc82511-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/OnetoAGR11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/DecherchiRZGA10,
author = {Sergio Decherchi and
Sandro Ridella and
Rodolfo Zunino and
Paolo Gastaldo and
Davide Anguita},
title = {Using unsupervised analysis to constrain generalization bounds for
support vector classifiers},
journal = {{IEEE} Trans. Neural Networks},
volume = {21},
number = {3},
pages = {424--438},
year = {2010},
url = {https://doi.org/10.1109/TNN.2009.2038695},
doi = {10.1109/TNN.2009.2038695},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tnn/DecherchiRZGA10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguitaGR10,
author = {Davide Anguita and
Alessandro Ghio and
Sandro Ridella},
title = {Maximal Discrepancy for Support Vector Machines},
booktitle = {18th European Symposium on Artificial Neural Networks, {ESANN} 2010,
Bruges, Belgium, April 28-30, 2010, Proceedings},
year = {2010},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2010-74.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguitaGR10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaGGOR10,
author = {Davide Anguita and
Alessandro Ghio and
Noemi Greco and
Luca Oneto and
Sandro Ridella},
title = {Model selection for support vector machines: Advantages and disadvantages
of the Machine Learning Theory},
booktitle = {International Joint Conference on Neural Networks, {IJCNN} 2010, Barcelona,
Spain, 18-23 July, 2010},
pages = {1--8},
publisher = {{IEEE}},
year = {2010},
url = {https://doi.org/10.1109/IJCNN.2010.5596450},
doi = {10.1109/IJCNN.2010.5596450},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaGGOR10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nc/GabrysA09,
author = {Bogdan Gabrys and
Davide Anguita},
title = {Nature-inspired learning and adaptive systems},
journal = {Nat. Comput.},
volume = {8},
number = {2},
pages = {197--198},
year = {2009},
url = {https://doi.org/10.1007/s11047-009-9123-2},
doi = {10.1007/S11047-009-9123-2},
timestamp = {Thu, 02 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nc/GabrysA09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dmin/AnguitaGRS09,
author = {Davide Anguita and
Alessandro Ghio and
Sandro Ridella and
Dario Sterpi},
editor = {Robert Stahlbock and
Sven F. Crone and
Stefan Lessmann},
title = {K-Fold Cross Validation for Error Rate Estimate in Support Vector
Machines},
booktitle = {Proceedings of The 2009 International Conference on Data Mining, {DMIN}
2009, July 13-16, 2009, Las Vegas, {USA}},
pages = {291--297},
publisher = {{CSREA} Press},
year = {2009},
timestamp = {Wed, 28 Oct 2009 09:52:56 +0100},
biburl = {https://dblp.org/rec/conf/dmin/AnguitaGRS09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AnguloAAO08,
author = {Cecilio Angulo and
Davide Anguita and
Luis Gonz{\'{a}}lez Abril and
Juan Antonio Ortega},
title = {Support vector machines for interval discriminant analysis},
journal = {Neurocomputing},
volume = {71},
number = {7-9},
pages = {1220--1229},
year = {2008},
url = {https://doi.org/10.1016/j.neucom.2007.12.025},
doi = {10.1016/J.NEUCOM.2007.12.025},
timestamp = {Fri, 22 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/AnguloAAO08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AnguitaGPR08,
author = {Davide Anguita and
Alessandro Ghio and
Stefano Pischiutta and
Sandro Ridella},
title = {A support vector machine with integer parameters},
journal = {Neurocomputing},
volume = {72},
number = {1-3},
pages = {480--489},
year = {2008},
url = {https://doi.org/10.1016/j.neucom.2007.12.006},
doi = {10.1016/J.NEUCOM.2007.12.006},
timestamp = {Fri, 30 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/AnguitaGPR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alife/AnguitaBGP08,
author = {Davide Anguita and
Davide Brizzolara and
Alessandro Ghio and
Giancarlo Parodi},
editor = {Seth Bullock and
Jason Noble and
Richard A. Watson and
Mark A. Bedau},
title = {Smart plankton - a new generation of underwater wireless sensor network},
booktitle = {Proceedings of the Eleventh International Conference on the Synthesis
and Simulation of Living Systems, {ALIFE} 2008, Winchester, United
Kingdom, August 5-8, 2008},
pages = {745},
publisher = {{MIT} Press},
year = {2008},
url = {http://mitpress2.mit.edu/books/chapters/0262287196chap99.pdf},
timestamp = {Sun, 03 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/alife/AnguitaBGP08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icnc/AnguitaBGP08,
author = {Davide Anguita and
Davide Brizzolara and
Alessandro Ghio and
Giancarlo Parodi},
editor = {Maozu Guo and
Liang Zhao and
Lipo Wang},
title = {Smart Plankton: a Nature Inspired Underwater Wireless Sensor Network},
booktitle = {Fourth International Conference on Natural Computation, {ICNC} 2008,
Jinan, Shandong, China, 18-20 October 2008, Volume 7},
pages = {701--705},
publisher = {{IEEE} Computer Society},
year = {2008},
url = {https://doi.org/10.1109/ICNC.2008.634},
doi = {10.1109/ICNC.2008.634},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icnc/AnguitaBGP08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AlbaAGR08,
author = {Enrique Alba and
Davide Anguita and
Alessandro Ghio and
Sandro Ridella},
title = {Using Variable Neighborhood Search to improve the Support Vector Machine
performance in embedded automotive applications},
booktitle = {Proceedings of the International Joint Conference on Neural Networks,
{IJCNN} 2008, part of the {IEEE} World Congress on Computational Intelligence,
{WCCI} 2008, Hong Kong, China, June 1-6, 2008},
pages = {984--988},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/IJCNN.2008.4633918},
doi = {10.1109/IJCNN.2008.4633918},
timestamp = {Wed, 13 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/AlbaAGR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ahs/AnguitaGP07,
author = {Davide Anguita and
Alessandro Ghio and
Stefano Pischiutta},
editor = {Tughrul Arslan and
Adrian Stoica and
Martin Suess and
Didier Keymeulen and
Tetsuya Higuchi and
Ricardo Salem Zebulum and
Ahmet T. Erdogan},
title = {A learning machine for resource-limited adaptive hardware},
booktitle = {Second {NASA/ESA} Conference on Adaptive Hardware and Systems {(AHS}
2007), August 5-8, 2007, University of Edinburgh, Scotland, United
Kingdom},
pages = {571--576},
publisher = {{IEEE} Computer Society},
year = {2007},
url = {https://doi.org/10.1109/AHS.2007.6},
doi = {10.1109/AHS.2007.6},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ahs/AnguitaGP07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/AnguloAG07,
author = {Cecilio Angulo and
Davide Anguita and
Luis Gonz{\'{a}}lez Abril},
title = {Interval discriminant analysis using support vector machines},
booktitle = {15th European Symposium on Artificial Neural Networks, {ESANN} 2007,
Bruges, Belgium, April 25-27, 2007, Proceedings},
pages = {223--228},
year = {2007},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2007-29.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/AnguloAG07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaGPR07,
author = {Davide Anguita and
Alessandro Ghio and
Stefano Pischiutta and
Sandro Ridella},
title = {A Hardware-friendly Support Vector Machine for Embedded Automotive
Applications},
booktitle = {Proceedings of the International Joint Conference on Neural Networks,
{IJCNN} 2007, Celebrating 20 years of neural networks, Orlando, Florida,
USA, August 12-17, 2007},
pages = {1360--1364},
publisher = {{IEEE}},
year = {2007},
url = {https://doi.org/10.1109/IJCNN.2007.4371156},
doi = {10.1109/IJCNN.2007.4371156},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaGPR07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/AnguitaPRS06,
author = {Davide Anguita and
Stefano Pischiutta and
Sandro Ridella and
Dario Sterpi},
title = {Feed-Forward Support Vector Machine Without Multipliers},
journal = {{IEEE} Trans. Neural Networks},
volume = {17},
number = {5},
pages = {1328--1331},
year = {2006},
url = {https://doi.org/10.1109/TNN.2006.877537},
doi = {10.1109/TNN.2006.877537},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/AnguitaPRS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaRS06,
author = {Davide Anguita and
Sandro Ridella and
Dario Sterpi},
title = {Testing the Augmented Binary Multiclass {SVM} on Microarray Data},
booktitle = {Proceedings of the International Joint Conference on Neural Networks,
{IJCNN} 2006, part of the {IEEE} World Congress on Computational Intelligence,
{WCCI} 2006, Vancouver, BC, Canada, 16-21 July 2006},
pages = {1966--1968},
publisher = {{IEEE}},
year = {2006},
url = {https://doi.org/10.1109/IJCNN.2006.246941},
doi = {10.1109/IJCNN.2006.246941},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaRS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kes/AnguitaS06,
author = {Davide Anguita and
Dario Sterpi},
editor = {Bogdan Gabrys and
Robert J. Howlett and
Lakhmi C. Jain},
title = {Nature Inspiration for Support Vector Machines},
booktitle = {Knowledge-Based Intelligent Information and Engineering Systems, 10th
International Conference, {KES} 2006, Bournemouth, UK, October 9-11,
2006, Proceedings, Part {II}},
series = {Lecture Notes in Computer Science},
volume = {4252},
pages = {442--449},
publisher = {Springer},
year = {2006},
url = {https://doi.org/10.1007/11893004\_57},
doi = {10.1007/11893004\_57},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/kes/AnguitaS06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/egc/AnguitaPRS05,
author = {Davide Anguita and
Arianna Poggi and
Fabio Rivieccio and
Anna Marina Scapolla},
editor = {Peter M. A. Sloot and
Alfons G. Hoekstra and
Thierry Priol and
Alexander Reinefeld and
Marian Bubak},
title = {Data Mining Tools: From Web to Grid Architectures},
booktitle = {Advances in Grid Computing - {EGC} 2005, European Grid Conference,
Amsterdam, The Netherlands, February 14-16, 2005, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {3470},
pages = {620--629},
publisher = {Springer},
year = {2005},
url = {https://doi.org/10.1007/11508380\_63},
doi = {10.1007/11508380\_63},
timestamp = {Tue, 14 May 2019 10:00:38 +0200},
biburl = {https://dblp.org/rec/conf/egc/AnguitaPRS05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/AnguitaBM04,
author = {Davide Anguita and
Iluminada Baturone and
Julian Francis Miller},
title = {Special issue on hardware implementations of soft computing techniques},
journal = {Appl. Soft Comput.},
volume = {4},
number = {3},
pages = {204--205},
year = {2004},
url = {https://doi.org/10.1016/j.asoc.2004.03.001},
doi = {10.1016/J.ASOC.2004.03.001},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/asc/AnguitaBM04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wirn/AnguitaRR04,
author = {Davide Anguita and
Sandro Ridella and
Fabio Rivieccio},
editor = {Bruno Apolloni and
Maria Marinaro and
Roberto Tagliaferri},
title = {An Algorithm for Reducing the Number of Support Vectors},
booktitle = {Biological and Artificial Intelligence Environments - 15th Italian
Workshop on Neural Nets, {WIRN} {VIETRI} 2004, Vietri sul Mare, Italy,
2004},
pages = {99--105},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/1-4020-3432-6\_12},
doi = {10.1007/1-4020-3432-6\_12},
timestamp = {Wed, 24 May 2017 08:31:22 +0200},
biburl = {https://dblp.org/rec/conf/wirn/AnguitaRR04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AnguitaRRZ03,
author = {Davide Anguita and
Sandro Ridella and
Fabio Rivieccio and
Rodolfo Zunino},
title = {Hyperparameter design criteria for support vector classifiers},
journal = {Neurocomputing},
volume = {55},
number = {1-2},
pages = {109--134},
year = {2003},
url = {https://doi.org/10.1016/S0925-2312(03)00430-2},
doi = {10.1016/S0925-2312(03)00430-2},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/AnguitaRRZ03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AnguitaB03,
author = {Davide Anguita and
Andrea Boni},
title = {Neural network learning for analog {VLSI} implementations of support
vector machines: a survey},
journal = {Neurocomputing},
volume = {55},
number = {1-2},
pages = {265--283},
year = {2003},
url = {https://doi.org/10.1016/S0925-2312(03)00382-5},
doi = {10.1016/S0925-2312(03)00382-5},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/AnguitaB03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/AnguitaRRZ03,
author = {Davide Anguita and
Sandro Ridella and
Fabio Rivieccio and
Rodolfo Zunino},
title = {Quantum optimization for training support vector machines},
journal = {Neural Networks},
volume = {16},
number = {5-6},
pages = {763--770},
year = {2003},
url = {https://doi.org/10.1016/S0893-6080(03)00087-X},
doi = {10.1016/S0893-6080(03)00087-X},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/nn/AnguitaRRZ03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/AnguitaB03,
author = {Davide Anguita and
Andrea Boni},
title = {Digital Least Squares Support Vector Machines},
journal = {Neural Process. Lett.},
volume = {18},
number = {1},
pages = {65--72},
year = {2003},
url = {https://doi.org/10.1023/A:1026249319477},
doi = {10.1023/A:1026249319477},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/AnguitaB03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/AnguitaBR03,
author = {Davide Anguita and
Andrea Boni and
Sandro Ridella},
title = {A digital architecture for support vector machines: theory, algorithm,
and {FPGA} implementation},
journal = {{IEEE} Trans. Neural Networks},
volume = {14},
number = {5},
pages = {993--1009},
year = {2003},
url = {https://doi.org/10.1109/TNN.2003.816033},
doi = {10.1109/TNN.2003.816033},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/AnguitaBR03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijsysc/AnguitaBT02,
author = {Davide Anguita and
Andrea Boni and
L. Tagliafico},
title = {{SVM} performance assessment for the control of injection moulding
processes and plasticating extrusion},
journal = {Int. J. Syst. Sci.},
volume = {33},
number = {9},
pages = {723--735},
year = {2002},
url = {https://doi.org/10.1080/00207720210147098},
doi = {10.1080/00207720210147098},
timestamp = {Wed, 22 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijsysc/AnguitaBT02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/AnguitaB02,
author = {Davide Anguita and
Andrea Boni},
title = {Improved neural network for {SVM} learning},
journal = {{IEEE} Trans. Neural Networks},
volume = {13},
number = {5},
pages = {1243--1244},
year = {2002},
url = {https://doi.org/10.1109/TNN.2002.1031958},
doi = {10.1109/TNN.2002.1031958},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/AnguitaB02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/AnguitaG02,
author = {Davide Anguita and
Matteo Gagliolo},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {{MDL} Based Model Selection for Relevance Vector Regression},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {468--473},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_76},
doi = {10.1007/3-540-46084-5\_76},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icann/AnguitaG02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icann/AnguitaRRZ02,
author = {Davide Anguita and
Sandro Ridella and
Fabio Rivieccio and
Rodolfo Zunino},
editor = {Jos{\'{e}} R. Dorronsoro},
title = {Automatic Hyperparameter Tuning for Support Vector Machines},
booktitle = {Artificial Neural Networks - {ICANN} 2002, International Conference,
Madrid, Spain, August 28-30, 2002, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {2415},
pages = {1345--1350},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/3-540-46084-5\_217},
doi = {10.1007/3-540-46084-5\_217},
timestamp = {Fri, 26 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icann/AnguitaRRZ02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/esann/DavideAnguitaV01,
author = {Davide Anguita and
Maurizio Valle},
title = {Perspectives on dedicated hardware implementations},
booktitle = {9th European Symposium on Artificial Neural Networks, {ESANN} 2001,
Bruges, Belgium, April 25-27, 2001, Proceedings},
pages = {45--56},
year = {2001},
url = {https://www.esann.org/sites/default/files/proceedings/legacy/es2001-350.pdf},
timestamp = {Tue, 02 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/esann/DavideAnguitaV01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijns/AnguitaBR00,
author = {Davide Anguita and
Andrea Boni and
Sandro Ridella},
title = {Digital {VLSI} Algorithms and Architectures for Support Vector Machines},
journal = {Int. J. Neural Syst.},
volume = {10},
number = {3},
pages = {159--170},
year = {2000},
url = {https://doi.org/10.1142/S0129065700000144},
doi = {10.1142/S0129065700000144},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijns/AnguitaBR00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsa/AnguitaBP00,
author = {Davide Anguita and
Andrea Boni and
Giancarlo Parodi},
title = {A case study of a distributed high-performance computing system for
neurocomputing},
journal = {J. Syst. Archit.},
volume = {46},
number = {5},
pages = {429--438},
year = {2000},
url = {https://doi.org/10.1016/S1383-7621(99)00017-X},
doi = {10.1016/S1383-7621(99)00017-X},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jsa/AnguitaBP00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/npl/AnguitaBR00,
author = {Davide Anguita and
Andrea Boni and
Sandro Ridella},
title = {Evaluating the Generalization Ability of Support Vector Machines through
the Bootstrap},
journal = {Neural Process. Lett.},
volume = {11},
number = {1},
pages = {51--58},
year = {2000},
url = {https://doi.org/10.1023/A:1009636300083},
doi = {10.1023/A:1009636300083},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/npl/AnguitaBR00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaBP00,
author = {Davide Anguita and
Andrea Boni and
Stefano Pace},
title = {Fast Training of Support Vector Machines for Regression},
booktitle = {Proceedings of the {IEEE-INNS-ENNS} International Joint Conference
on Neural Networks, {IJCNN} 2000, Neural Computing: New Challenges
and Perspectives for the New Millennium, Como, Italy, July 24-27,
2000, Volume 5},
pages = {210--216},
publisher = {{IEEE} Computer Society},
year = {2000},
url = {https://doi.org/10.1109/IJCNN.2000.861459},
doi = {10.1109/IJCNN.2000.861459},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaBP00.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tnn/AnguitaRR99,
author = {Davide Anguita and
Sandro Ridella and
Stefano Rovetta},
title = {Worst case analysis of weight inaccuracy effects in multilayer perceptrons},
journal = {{IEEE} Trans. Neural Networks},
volume = {10},
number = {2},
pages = {415--418},
year = {1999},
url = {https://doi.org/10.1109/72.750571},
doi = {10.1109/72.750571},
timestamp = {Wed, 14 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tnn/AnguitaRR99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icscCd/AnguitaBR99,
author = {Davide Anguita and
Andrea Boni and
Sandro Ridella},
editor = {Francesco Masulli and
Riccardo Parenti},
title = {Support Vector Machines: {A} Comparison of Some Kernel Functions},
booktitle = {Proceedings of the Third {ICSC} Symposia on Intelligent Industrial
Automation (IIA'99) and Soft Computing (SOCO'99), June 1-4, 1999,
Genova, Italy},
publisher = {{ICSC} Academic Press, Rochester, NY, {USA}},
year = {1999},
timestamp = {Mon, 14 Feb 2005 13:38:46 +0100},
biburl = {https://dblp.org/rec/conf/icscCd/AnguitaBR99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/AnguitaBR99,
author = {Davide Anguita and
Andrea Boni and
Sandro Ridella},
title = {A {VLSI} friendly algorithm for support vector machines},
booktitle = {International Joint Conference Neural Networks, {IJCNN} 1999, Washington,
DC, USA, July 10-16, 1999},
pages = {939--942},
publisher = {{IEEE}},
year = {1999},
url = {https://doi.org/10.1109/IJCNN.1999.831079},
doi = {10.1109/IJCNN.1999.831079},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/AnguitaBR99.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hpcn/AnguitaBCGSP98,
author = {Davide Anguita and
Andrea Boni and
Marco Chirico and
Fabrizio Giudici and
Anna Marina Scapolla and
Giancarlo Parodi},
editor = {Peter M. A. Sloot and
Marian Bubak and
Louis O. Hertzberger},
title = {High Performance Neurocomputing: Industrial and Medical Applications
of the {RAIN} System},
booktitle = {High-Performance Computing and Networking, International Conference
and Exhibition, {HPCN} Europe 1998, Amsterdam, The Netherlands, April
21-23, 1998, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1401},
pages = {34--43},
publisher = {Springer},
year = {1998},
url = {https://doi.org/10.1007/BFb0037130},
doi = {10.1007/BFB0037130},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/hpcn/AnguitaBCGSP98.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/europar/AnguitaCSP97,
author = {Davide Anguita and
Marco Chirico and
Anna Marina Scapolla and
Giancarlo Parodi},
editor = {Christian Lengauer and
Martin Griebl and
Sergei Gorlatch},
title = {{RAIN:} Redundant Array of Inexpensive workstations for Neurocomputing},
booktitle = {Euro-Par '97 Parallel Processing, Third International Euro-Par Conference,
Passau, Germany, August 26-29, 1997, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {1300},
pages = {1340--1345},
publisher = {Springer},
year = {1997},
url = {https://doi.org/10.1007/BFb0002892},
doi = {10.1007/BFB0002892},
timestamp = {Tue, 14 May 2019 10:00:46 +0200},
biburl = {https://dblp.org/rec/conf/europar/AnguitaCSP97.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsa/AnguitaG96,
author = {Davide Anguita and
Benedict A. Gomes},
title = {Mixing floating- and fixed-point formats for neural network learning
on neuroprocessors},
journal = {Microprocess. Microprogramming},
volume = {41},
number = {10},
pages = {757--769},
year = {1996},
url = {https://doi.org/10.1016/0165-6074(96)00012-9},
doi = {10.1016/0165-6074(96)00012-9},
timestamp = {Tue, 19 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jsa/AnguitaG96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icnn/AnguitaRRZ96,
author = {Davide Anguita and
Sandro Ridella and
Stefano Rovetta and
Rodolfo Zunino},
title = {Limiting the effects of weight errors in feedforward networks using
interval arithmetic},
booktitle = {Proceedings of International Conference on Neural Networks (ICNN'96),
Washington, DC, USA, June 3-6, 1996},
pages = {414--417},
publisher = {{IEEE}},
year = {1996},
url = {https://doi.org/10.1109/ICNN.1996.548928},
doi = {10.1109/ICNN.1996.548928},
timestamp = {Fri, 23 Aug 2019 13:25:16 +0200},
biburl = {https://dblp.org/rec/conf/icnn/AnguitaRRZ96.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mva/AnguitaPZ95,
author = {Davide Anguita and
Giancarlo Parodi and
Rodolfo Zunino},
title = {Neural structures for visual motion tracking},
journal = {Mach. Vis. Appl.},
volume = {8},
number = {5},
pages = {275--288},
year = {1995},
url = {https://doi.org/10.1007/BF01211489},
doi = {10.1007/BF01211489},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/mva/AnguitaPZ95.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mva/AnguitaGGLT95,
author = {Davide Anguita and
Vito Di Ges{\`{u}} and
Gaetano Gerardi and
Biagio Lenzitti and
Domenico Tegolo},
title = {A heterogeneous and reconfigurable machine-vision system},
journal = {Mach. Vis. Appl.},
volume = {8},
number = {5},
pages = {343--350},
year = {1995},
url = {https://doi.org/10.1007/BF01211496},
doi = {10.1007/BF01211496},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/mva/AnguitaGGLT95.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hpcn/AnguitaPZ95,
author = {Davide Anguita and
Filippo Passaggio and
Rodolfo Zunino},
editor = {Louis O. Hertzberger and
Giuseppe Serazzi},
title = {Learning in large neural networks},
booktitle = {High-Performance Computing and Networking, International Conference
and Exhibition, {HPCN} Europe 1995, Milan, Italy, May 3-5, 1995, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {919},
pages = {269--274},
publisher = {Springer},
year = {1995},
url = {https://doi.org/10.1007/BFb0046639},
doi = {10.1007/BFB0046639},
timestamp = {Wed, 16 Mar 2022 23:55:31 +0100},
biburl = {https://dblp.org/rec/conf/hpcn/AnguitaPZ95.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwann/AdamoA95,
author = {Jean{-}Marc Adamo and
Davide Anguita},
editor = {Jos{\'{e}} Mira and
Francisco Sandoval Hern{\'{a}}ndez},
title = {Object Oriented Design of a Simulator for Large {BP} Neural Networks},
booktitle = {From Natural to Artificial Neural Computation, International Workshop
on Artificial Neural Networks, {IWANN} '95, Malaga-Torremolinos, Spain,
June 7-9, 1995, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {930},
pages = {642--649},
publisher = {Springer},
year = {1995},
url = {https://doi.org/10.1007/3-540-59497-3\_233},
doi = {10.1007/3-540-59497-3\_233},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iwann/AdamoA95.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AnguitaPZ94,
author = {Davide Anguita and
Giancarlo Parodi and
Rodolfo Zunino},
title = {An efficient implementation of {BP} on RISC-based workstations},
journal = {Neurocomputing},
volume = {6},
number = {1},
pages = {57--65},
year = {1994},
url = {https://doi.org/10.1016/0925-2312(94)90034-5},
doi = {10.1016/0925-2312(94)90034-5},
timestamp = {Sat, 24 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijon/AnguitaPZ94.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mssp/AnguitaPZ94,
author = {Davide Anguita and
Giancarlo Parodi and
Rodolfo Zunino},
title = {Associative structures for vision},
journal = {Multidimens. Syst. Signal Process.},
volume = {5},
number = {1},
pages = {75--96},
year = {1994},
url = {https://doi.org/10.1007/BF00985864},
doi = {10.1007/BF00985864},
timestamp = {Fri, 03 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mssp/AnguitaPZ94.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/spdp/AnguitaPPZ91,
author = {Davide Anguita and
Giancarlo Parodi and
Domenico Ponta and
Rodolfo Zunino},
title = {Transputer-based architectures for associative image classification},
booktitle = {Proceedings of the Third {IEEE} Symposium on Parallel and Distributed
Processing, {SPDP} 1991, 2-5 December 1991, Dallas, Texas, {USA}},
pages = {241--248},
publisher = {{IEEE} Computer Society},
year = {1991},
url = {https://doi.org/10.1109/SPDP.1991.218273},
doi = {10.1109/SPDP.1991.218273},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/spdp/AnguitaPPZ91.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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