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ORCIDAndreas Holzinger
Person information
- affiliation: University of Natural Resources and Life Sciences Vienna, Austria
- affiliation: Medical University Graz, Austria
- affiliation: Graz University of Technology, Austria
- affiliation: University of Alberta, Canada
- award (2021): ifip Fellow
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2020 – today
- 2025
[j120]Bastian Pfeifer, Arne Gevaert
, Markus Loecher, Andreas Holzinger:
Tree smoothing: Post-hoc regularization of tree ensembles for interpretable machine learning. Inf. Sci. 690: 121564 (2025)- 2024
- [j119]Andreas Holzinger, Iztok Fister, Iztok Fister Jr., Hans-Peter Kaul, Senthold Asseng:
Human-Centered AI in Smart Farming: Toward Agriculture 5.0. IEEE Access 12: 62199-62214 (2024) - [j118]Paolo Buono, Nadia Berthouze, Maria Francesca Costabile, Adela Grando, Andreas Holzinger:
Special issue on Human-Centered Artificial Intelligence for One Health. Artif. Intell. Medicine 156: 102946 (2024) - [j117]Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti, David Schneeberger, Richard Röttger, Heimo Müller, Andreas Holzinger:
Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists. Cogn. Syst. Res. 86: 101243 (2024) - [j116]Sarah Wagner, Alessa Angerschmid, Anna Saranti, Christoph Gollob, Tim Ritter, Ralf Krassnitzer, Andreas Tockner, Sarah Witzmann, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS). Ecol. Informatics 82: 102709 (2024) - [j115]Iztok Fister Jr., Iztok Fister, Vili Podgorelec, Sancho Salcedo-Sanz, Andreas Holzinger:
NarmViz: A novel method for visualization of time series numerical association rules for smart agriculture. Expert Syst. J. Knowl. Eng. 41(3) (2024) - [j114]Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf:
Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions. Inf. Fusion 106: 102301 (2024) - [j113]Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Anna Saranti, Andreas Holzinger:
On generating trustworthy counterfactual explanations. Inf. Sci. 655: 119898 (2024) - [j112]Carl Orge Retzlaff, Srijita Das, Christabel Wayllace, Payam Mousavi, Mohammad Afshari, Tianpei Yang, Anna Saranti, Alessa Angerschmid, Matthew E. Taylor, Andreas Holzinger:
Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities. J. Artif. Intell. Res. 79: 359-415 (2024) - [j111]Jacqueline Michelle Metsch, Anna Saranti, Alessa Angerschmid, Bastian Pfeifer, Vanessa Klemt, Andreas Holzinger, Anne-Christin Hauschild:
CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks. J. Biomed. Informatics 150: 104600 (2024) - [j110]Florian Ehrlich-Sommer, Ferdinand Hönigsberger, Christoph Gollob, Arne Nothdurft, Karl Stampfer, Andreas Holzinger:
Sensors for Digital Transformation in Smart Forestry. Sensors 24(3): 798 (2024) - [d4]Sarah Wagner, Alessa Angerschmid, Anna Saranti, Christoph Gollob, Tim Ritter, Ralf Krassnitzer, Andreas Tockner, Sarah Witzmann, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
col-LAUT - Colorized point clouds of marked trees collected with Terrestrial and Personal laser scanning from Austrian forest stands. Zenodo, 2024
- [i34]Peter Kieseberg, Simon Tjoa, Andreas Holzinger:
Controllable Artificial Intelligence. ERCIM News 2024(136) (2024) - 2023
- [j109]Bastian Pfeifer, Hryhorii Chereda, Roman Martin, Anna Saranti, Sandra Clemens, Anne-Christin Hauschild, Tim Beißbarth, Andreas Holzinger, Dominik Heider:
Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification. Bioinform. 39(10) (2023) - [j108]Claire Jean-Quartier, Katharina Bein, Lukas Hejny, Edith Hofer, Andreas Holzinger, Fleur Jeanquartier:
The Cost of Understanding - XAI Algorithms towards Sustainable ML in the View of Computational Cost. Comput. 11(5): 92 (2023) - [j107]Federico Cabitza, Andrea Campagner, Gianclaudio Malgieri, Chiara Natali, David Schneeberger, Karl Stöger, Andreas Holzinger:
Quod erat demonstrandum? - Towards a typology of the concept of explanation for the design of explainable AI. Expert Syst. Appl. 213(Part): 118888 (2023) - [j106]Fang Chen, Jianlong Zhou, Andreas Holzinger, Kenneth R. Fleischmann, Simone Stumpf:
Artificial Intelligence Ethics and Trust: From Principles to Practice. IEEE Intell. Syst. 38(6): 5-8 (2023) - [j105]Edgar R. Weippl, Andreas Holzinger, Peter Kieseberg:
Special Issue "Selected Papers from CD-MAKE 2020 and ARES 2020". Mach. Learn. Knowl. Extr. 5(1): 173-174 (2023) - [j104]André M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Olivia Magwood, Yusuf Sheikh, Matthew McInnes, Andreas Holzinger:
Deep ROC Analysis and AUC as Balanced Average Accuracy, for Improved Classifier Selection, Audit and Explanation. IEEE Trans. Pattern Anal. Mach. Intell. 45(1): 329-341 (2023) - [j103]Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Bettina Finzel, Ute Schmid, Heimo Müller:
Toward human-level concept learning: Pattern benchmarking for AI algorithms. Patterns 4(8): 100788 (2023) - [c208]Peter Kieseberg, Edgar R. Weippl, A Min Tjoa, Federico Cabitza, Andrea Campagner, Andreas Holzinger:
Controllable AI - An Alternative to Trustworthiness in Complex AI Systems? CD-MAKE 2023: 1-12 - [c207]Arne Gevaert, Anna Saranti, Andreas Holzinger, Yvan Saeys:
Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition. CD-MAKE 2023: 13-30 - [c206]Andreas Holzinger, Anna Saranti, Anne-Christin Hauschild, Jacqueline Michelle Beinecke, Dominik Heider, Richard Röttger, Heimo Müller, Jan Baumbach, Bastian Pfeifer:
Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning. CD-MAKE 2023: 45-64 - [c205]David Schneeberger, Richard Röttger, Federico Cabitza, Andrea Campagner, Markus Plass, Heimo Müller, Andreas Holzinger:
The Tower of Babel in Explainable Artificial Intelligence (XAI). CD-MAKE 2023: 65-81 - [e64]Andreas Holzinger, Peter Kieseberg, Federico Cabitza, Andrea Campagner, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 7th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2023, Benevento, Italy, August 29 - September 1, 2023, Proceedings. Lecture Notes in Computer Science 14065, Springer 2023, ISBN 978-3-031-40836-6 [contents] - [e63]Andreas Holzinger, Hugo Plácido da Silva, Jean Vanderdonckt, Larry L. Constantine:
Computer-Human Interaction Research and Applications - 5th International Conference, CHIRA 2021, Virtual Event, October 28-29, 2021, and 6th International Conference, CHIRA 2022, Valletta, Malta, October 27-28, 2022, Revised Selected Papers. Communications in Computer and Information Science 1882, Springer 2023, ISBN 978-3-031-41961-4 [contents] - [d3]Bastian Pfeifer, Hryhorii Chereda, Roman Martin, Anna Saranti, Sandra Clemens, Anne-Christin Hauschild, Tim Beißbarth, Andreas Holzinger, Dominik Heider:
Ensemble-GNN: Source Code and Data. Zenodo, 2023 - [i33]Jianlong Zhou, Heimo Müller, Andreas Holzinger, Fang Chen:
Ethical ChatGPT: Concerns, Challenges, and Commandments. CoRR abs/2305.10646 (2023) - [i32]Bastian Pfeifer, Mateusz Krzyzinski, Hubert Baniecki, Anna Saranti, Andreas Holzinger, Przemyslaw Biecek:
Explainable AI with counterfactual paths. CoRR abs/2307.07764 (2023) - [i31]Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lécué, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf:
Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions. CoRR abs/2310.19775 (2023) - [i30]Hubert Baniecki, Maciej Chrabaszcz, Andreas Holzinger, Bastian Pfeifer, Anna Saranti, Przemyslaw Biecek:
Be Careful When Evaluating Explanations Regarding Ground Truth. CoRR abs/2311.04813 (2023) - [i29]Johann Steszgal, Peter Kieseberg, Andreas Holzinger:
Food Waste Reduction in Healthcare - Challenges in Integrating Usage Data with Scorings. ERCIM News 2023(132) (2023) - [i28]Peter Kieseberg, Simon Tjoa, Andreas Holzinger:
Procurement of Secure AI - A Practical Guide. ERCIM News 2023(135) (2023) - 2022
- [j102]Andreas Holzinger, Michaela Kargl, Bettina Kipperer, Peter Regitnig, Markus Plass, Heimo Müller:
Personas for Artificial Intelligence (AI) an Open Source Toolbox. IEEE Access 10: 23732-23747 (2022) - [j101]Tim Miller, Robert R. Hoffman, Ofra Amir, Andreas Holzinger:
Special issue on Explainable Artificial Intelligence (XAI). Artif. Intell. 307: 103705 (2022) - [j100]Carlo Combi, Beatrice Amico, Riccardo Bellazzi, Andreas Holzinger, Jason H. Moore, Marinka Zitnik, John H. Holmes:
A manifesto on explainability for artificial intelligence in medicine. Artif. Intell. Medicine 133: 102423 (2022) - [j99]Anne-Christin Hauschild, Marta Lemanczyk, Julian O. Matschinske, Tobias Frisch, Olga I. Zolotareva, Andreas Holzinger, Jan Baumbach, Dominik Heider:
Federated Random Forests can improve local performance of predictive models for various healthcare applications. Bioinform. 38(8): 2278-2286 (2022) - [j98]Markus Plass, Michaela Kargl, Patrick Nitsche, Emilian Jungwirth, Andreas Holzinger, Heimo Müller:
Understanding and Explaining Diagnostic Paths: Toward Augmented Decision Making. IEEE Computer Graphics and Applications 42(6): 47-57 (2022) - [j97]Theodore Evans, Carl Orge Retzlaff, Christian Geißler, Michaela Kargl, Markus Plass, Heimo Müller, Tim-Rasmus Kiehl, Norman Zerbe, Andreas Holzinger:
The explainability paradox: Challenges for xAI in digital pathology. Future Gener. Comput. Syst. 133: 281-296 (2022) - [j96]Andreas Holzinger, Matthias Dehmer, Frank Emmert-Streib, Rita Cucchiara, Isabelle Augenstein, Javier Del Ser, Wojciech Samek, Igor Jurisica, Natalia Díaz Rodríguez:
Information fusion as an integrative cross-cutting enabler to achieve robust, explainable, and trustworthy medical artificial intelligence. Inf. Fusion 79: 263-278 (2022) - [j95]Bettina Finzel, Anna Saranti, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger:
Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs. Künstliche Intell. 36(3): 271-285 (2022) - [j94]Alessa Angerschmid, Jianlong Zhou, Kevin Theuermann, Fang Chen, Andreas Holzinger:
Fairness and Explanation in AI-Informed Decision Making. Mach. Learn. Knowl. Extr. 4(2): 556-579 (2022) - [j93]Anna Saranti, Miroslav Hudec, Erika Mináriková, Zdenko Takác, Udo Großschedl, Christoph Koch, Bastian Pfeifer, Alessa Angerschmid, Andreas Holzinger:
Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning. Mach. Learn. Knowl. Extr. 4(4): 924-953 (2022) - [j92]Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Andreas Gronauer, Vladimir Pejakovic, Francisco Medel-Jimenez, Theresa Krexner, Christoph Gollob, Karl Stampfer:
Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions. Sensors 22(8): 3043 (2022) - [c204]Alessa Angerschmid, Kevin Theuermann, Andreas Holzinger, Fang Chen, Jianlong Zhou:
Effects of Fairness and Explanation on Trust in Ethical AI. CD-MAKE 2022: 51-67 - [c203]André M. Carrington, Paul W. Fieguth, Franz Mayr, Nick D. James, Andreas Holzinger, John W. Pickering, Richard I. Aviv:
The ROC Diagonal is Not Layperson's Chance: A New Baseline Shows the Useful Area. CD-MAKE 2022: 100-113 - [c202]Ferdinand Hönigsberger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Christoph Gollob, Sarah Witzmann, Arne Nothdurft, Peter Kieseberg, Andreas Holzinger, Karl Stampfer:
Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations. CD-MAKE 2022: 362-375 - [c201]Bastian Pfeifer, Andreas Holzinger, Michael G. Schimek:
Robust Random Forest-Based All-Relevant Feature Ranks for Trustworthy AI. MIE 2022: 137-138 - [e62]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Vienna, Austria, August 23-26, 2022, Proceedings. Lecture Notes in Computer Science 13480, Springer 2022, ISBN 978-3-031-14462-2 [contents] - [e61]Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert, Larry L. Constantine:
Computer-Human Interaction Research and Applications - 4th International Conference, CHIRA 2020, Virtual Event, November 5-6, 2020, Revised Selected Papers. Communications in Computer and Information Science 1609, Springer 2022, ISBN 978-3-031-22014-2 [contents] - [e60]Hugo Plácido da Silva, Jean Vanderdonckt, Andreas Holzinger, Larry L. Constantine:
Proceedings of the 6th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2022, Valletta, Malta, October 27-28, 2022. SCITEPRESS 2022, ISBN 978-989-758-609-5 [contents] - [e59]Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek:
xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers. Lecture Notes in Computer Science 13200, Springer 2022, ISBN 978-3-031-04082-5 [contents] - [e58]Georg Krempl, Vincent Lemaire, Daniel Kottke, Andreas Holzinger, Barbara Hammer:
Proceedings of the Workshop on Interactive Adaptive Learning (IAL 2021) co-located with the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2021), Bilbao, Spain, September 13, 2021. CEUR Workshop Proceedings 3079, CEUR-WS.org 2022 [contents] - [e57]Daniel Kottke, Georg Krempl, Andreas Holzinger, Barbara Hammer:
Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2022), Grenoble, France, September 23, 2022. CEUR Workshop Proceedings 3259, CEUR-WS.org 2022 [contents] - [d2]Christoph Gollob, Ralf Krassnitzer, Tim Ritter, Andreas Tockner, Gernot Erber, Martin Kühmaier, Ferdinand Hönigsberger, Thomas Varch, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
SKY-LAUT - Carriage-based laser scanner data from Austrian forest stands. Version 1.0. Zenodo, 2022 [all versions] - [d1]Christoph Gollob, Ralf Krassnitzer, Tim Ritter, Andreas Tockner, Gernot Erber, Martin Kühmaier, Ferdinand Hönigsberger, Thomas Varch, Andreas Holzinger, Karl Stampfer, Arne Nothdurft:
SKY-LAUT - Carriage-based laser scanner data from Austrian forest stands. Version 1.0. Zenodo, 2022 [all versions] - [i27]Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Andreas Holzinger:
Exploring the Trade-off between Plausibility, Change Intensity and Adversarial Power in Counterfactual Explanations using Multi-objective Optimization. CoRR abs/2205.10232 (2022) - [i26]Andreas Holzinger, Karl Stampfer, Arne Nothdurft, Christoph Gollob, Peter Kieseberg:
Challenges in Artificial Intelligence for Smart Forestry. ERCIM News 2022(130) (2022) - 2021
- [j91]Heimo Müller, Andreas Holzinger:
Kandinsky Patterns. Artif. Intell. 300: 103546 (2021) - [j90]Karl Stöger, David Schneeberger, Andreas Holzinger:
Medical artificial intelligence: the European legal perspective. Commun. ACM 64(11): 34-36 (2021) - [j89]Karl Stöger, David Schneeberger, Peter Kieseberg, Andreas Holzinger:
Legal aspects of data cleansing in medical AI. Comput. Law Secur. Rev. 42: 105587 (2021) - [j88]Heimo Müller, Michaela Theresia Mayrhofer, Evert-Ben van Veen, Andreas Holzinger:
The Ten Commandments of Ethical Medical AI. Computer 54(7): 119-123 (2021) - [j87]Andreas Holzinger, Heimo Müller:
Toward Human-AI Interfaces to Support Explainability and Causability in Medical AI. Computer 54(10): 78-86 (2021) - [j86]Andreas Holzinger:
Explainable AI and Multi-Modal Causability in Medicine. i-com 19(3): 171-179 (2021) - [j85]Andreas Holzinger, Bernd Malle, Anna Saranti, Bastian Pfeifer:
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI. Inf. Fusion 71: 28-37 (2021) - [j84]Thi Ngoc Trang Tran, Alexander Felfernig, Christoph Trattner, Andreas Holzinger:
Recommender systems in the healthcare domain: state-of-the-art and research issues. J. Intell. Inf. Syst. 57(1): 171-201 (2021) - [j83]Marcus D. Bloice, Peter M. Roth, Andreas Holzinger:
Performing arithmetic using a neural network trained on images of digit permutation pairs. J. Intell. Inf. Syst. 57(3): 547-562 (2021) - [j82]Miroslav Hudec, Erika Mináriková, Radko Mesiar, Anna Saranti, Andreas Holzinger:
Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions. Knowl. Based Syst. 220: 106916 (2021) - [j81]Claire Jean-Quartier, Fleur Jeanquartier, Aydin Ridvan, Matthias Kargl, Tica Mirza, Tobias Stangl, Robi Markac, Mauro Jurada, Andreas Holzinger:
Mutation-based clustering and classification analysis reveals distinctive age groups and age-related biomarkers for glioma. BMC Medical Informatics Decis. Mak. 21(1): 77 (2021) - [c200]Andreas Holzinger, Edgar R. Weippl, A Min Tjoa, Peter Kieseberg:
Digital Transformation for Sustainable Development Goals (SDGs) - A Security, Safety and Privacy Perspective on AI. CD-MAKE 2021: 1-20 - [c199]Andreas Holzinger:
The Next Frontier: AI We Can Really Trust. PKDD/ECML Workshops (1) 2021: 427-440 - [e56]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 5th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2021, Virtual Event, August 17-20, 2021, Proceedings. Lecture Notes in Computer Science 12844, Springer 2021, ISBN 978-3-030-84059-4 [contents] - [e55]María José Escalona, Andres Jimenez Ramirez, Hugo Plácido da Silva, Larry L. Constantine, Markus Helfert, Andreas Holzinger:
Computer-Human Interaction Research and Applications - Second International Conference, CHIRA 2018, Seville, Spain, September 19-21, 2018 and Third International Conference, CHIRA 2019, Vienna, Austria, September 20-21, 2019, Revised Selected Papers. Communications in Computer and Information Science 1351, Springer 2021, ISBN 978-3-030-67107-5 [contents] - [e54]Hugo Plácido da Silva, Larry L. Constantine, Andreas Holzinger:
Proceedings of the 5th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2021, Online Streaming, October 28-29, 2021. SCITEPRESS 2021, ISBN 978-989-758-538-8 [contents] - [i25]Andreas Holzinger, Anna Saranti, Heimo Müller:
KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence. CoRR abs/2103.00519 (2021) - [i24]André M. Carrington, Douglas G. Manuel, Paul W. Fieguth, Tim Ramsay, Venet Osmani, Bernhard Wernly, Carol Bennett, Steven Hawken, Matthew McInnes, Olivia Magwood, Yusuf Sheikh, Andreas Holzinger:
Deep ROC Analysis and AUC as Balanced Average Accuracy to Improve Model Selection, Understanding and Interpretation. CoRR abs/2103.11357 (2021) - [i23]Julian O. Matschinske, Julian Späth, Reza Nasirigerdeh, Reihaneh Torkzadehmahani, Anne Hartebrodt, Balázs Orbán, Sándor Fejér, Olga I. Zolotareva, Mohammad Bakhtiari, Béla Bihari, Marcus D. Bloice, Nina C. Donner, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald H. H. W. Schmidt, Christof Tschohl, Nina Kerstin Wenke, Jan Baumbach:
The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond. CoRR abs/2105.05734 (2021) - [i22]Bastian Pfeifer, Anna Saranti, Andreas Holzinger:
Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI. CoRR abs/2108.11674 (2021) - [i21]Adrien Bennetot, Ivan Donadello, Ayoub El Qadi, Mauro Dragoni, Thomas Frossard, Benedikt Wagner, Anna Saranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur S. d'Avila Garcez, Natalia Díaz Rodríguez:
A Practical Tutorial on Explainable AI Techniques. CoRR abs/2111.14260 (2021) - 2020
- [j80]Andreas Holzinger, Heimo Müller:
Verbinden von Natürlicher und Künstlicher Intelligenz: eine experimentelle Testumgebung für Explainable AI (xAI). HMD Prax. Wirtsch. 57(1): 33-45 (2020) - [j79]Andreas Holzinger, André M. Carrington, Heimo Müller:
Measuring the Quality of Explanations: The System Causability Scale (SCS). Künstliche Intell. 34(2): 193-198 (2020) - [j78]André M. Carrington, Paul W. Fieguth, Hammad Qazi, Andreas Holzinger, Helen H. Chen, Franz Mayr, Douglas G. Manuel:
A new concordant partial AUC and partial c statistic for imbalanced data in the evaluation of machine learning algorithms. BMC Medical Informatics Decis. Mak. 20(1): 4 (2020) - [c198]Andreas Holzinger:
Towards Robust Machine Learning in the Medical Domain. BIOSTEC 2020: 17 - [c197]Luca Longo, Randy Goebel, Freddy Lécué, Peter Kieseberg, Andreas Holzinger:
Explainable Artificial Intelligence: Concepts, Applications, Research Challenges and Visions. CD-MAKE 2020: 1-16 - [c196]David Schneeberger, Karl Stöger, Andreas Holzinger:
The European Legal Framework for Medical AI. CD-MAKE 2020: 209-226 - [c195]Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger:
Property-Based Testing for Parameter Learning of Probabilistic Graphical Models. CD-MAKE 2020: 499-515 - [c194]Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek:
xxAI - Beyond Explainable Artificial Intelligence. xxAI@ICML 2020: 3-10 - [c193]Andreas Holzinger, Anna Saranti, Christoph Molnar, Przemyslaw Biecek, Wojciech Samek:
Explainable AI Methods - A Brief Overview. xxAI@ICML 2020: 13-38 - [c192]Jianlong Zhou, Fang Chen, Andreas Holzinger:
Towards Explainability for AI Fairness. xxAI@ICML 2020: 375-386 - [c191]Anna Saranti, Simon Streit, Heimo Müller, Deepika Singh, Andreas Holzinger:
Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches. ISMIS (Industrial Paper) 2020: 59-68 - [c190]Marcus D. Bloice, Peter M. Roth, Andreas Holzinger:
Performing Arithmetic Using a Neural Network Trained on Digit Permutation Pairs. ISMIS 2020: 255-264 - [c189]Markus Plass, Philipp Faulhammer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller:
Reconstruct and Visualise Hierarchical Relationships in Whole Slide Images. IV 2020: 632-638 - [c188]Heimo Müller, Peter Regitnig, Peter Ferschin, Anna Saranti, Andreas Holzinger:
Classification and Visualization of Patterns in Medical Images. IV 2020: 639-643 - [c187]Birgit Pohn, Farah Nader, Marie-Christina Mayer, Robert Reihs, Helmut Denk, Andreas Holzinger, Kurt Zatloukal, Heimo Müller:
Visualization of Decision Making in Digital Pathology as Educational Tool. IV 2020: 651-656 - [c186]Andreas Holzinger:
From Explainable AI to Human-Centered AI. IAL@PKDD/ECML 2020: 4 - [p28]Peter Regitnig, Heimo Müller, Andreas Holzinger:
Expectations of Artificial Intelligence for Pathology. AI and ML for Digital Pathology 2020: 1-15 - [p27]Michaela Kargl, Peter Regitnig, Heimo Müller, Andreas Holzinger:
Towards a Better Understanding of the Workflows: Modeling Pathology Processes in View of Future AI Integration. AI and ML for Digital Pathology 2020: 102-117 - [p26]Sarni Suhaila Rahim, Vasile Palade, Andreas Holzinger:
Image Processing and Machine Learning Techniques for Diabetic Retinopathy Detection: A Review. AI and ML for Digital Pathology 2020: 136-154 - [p25]Shane O'Sullivan, Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger, Dan Shiebler, Pradip Moon, Claudio Angione:
Developments in AI and Machine Learning for Neuroimaging. AI and ML for Digital Pathology 2020: 307-320 - [p24]Sarni Suhaila Rahim, Vasile Palade, Ibrahim Almakky, Andreas Holzinger:
Fuzzy Image Processing and Deep Learning for Microaneurysms Detection. AI and ML for Digital Pathology 2020: 321-339 - [e53]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - 4th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2020, Dublin, Ireland, August 25-28, 2020, Proceedings. Lecture Notes in Computer Science 12279, Springer 2020, ISBN 978-3-030-57320-1 [contents] - [e52]Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert, Larry L. Constantine:
Proceedings of the 4th International Conference on Computer-Human Interaction Research and Applications, CHIRA 2020, Budapest, Hungary, November 5-6, 2020. SCITEPRESS 2020, ISBN 978-989-758-480-0 [contents] - [e51]Daniel Kottke, Georg Krempl, Vincent Lemaire, Andreas Holzinger, Adrian Calma:
Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2020), Ghent, Belgium, September 14th, 2020. CEUR Workshop Proceedings 2660, CEUR-WS.org 2020 [contents] - [e50]Andreas Holzinger, Randy Goebel, Michael Mengel, Heimo Müller:
Artificial Intelligence and Machine Learning for Digital Pathology - State-of-the-Art and Future Challenges. Lecture Notes in Computer Science 12090, Springer 2020, ISBN 978-3-030-50401-4 [contents] - [i20]Reihaneh Torkzadehmahani, Reza Nasirigerdeh, David B. Blumenthal, Tim Kacprowski, Markus List, Julian O. Matschinske, Julian Späth, Nina Kerstin Wenke, Béla Bihari, Tobias Frisch, Anne Hartebrodt, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Markus Kastelitz, Rudolf Mayer, Cristian Nogales, Anastasia Pustozerova, Richard Röttger, Harald H. H. W. Schmidt, Ameli Schwalber, Christof Tschohl, Andrea Wohner, Jan Baumbach:
Privacy-preserving Artificial Intelligence Techniques in Biomedicine. CoRR abs/2007.11621 (2020) - [i19]Ellery Wulczyn, Kunal Nagpal, Matthew Symonds, Melissa Moran, Markus Plass, Robert Reihs, Farah Nader, Fraser Tan, Yuannan Cai, Trissia Brown, Isabelle Flament-Auvigne, Mahul B. Amin, Martin C. Stumpe, Heimo Müller, Peter Regitnig, Andreas Holzinger, Gregory S. Corrado, Lily H. Peng, Po-Hsuan Cameron Chen, David F. Steiner, Kurt Zatloukal, Yun Liu, Craig H. Mermel:
Predicting Prostate Cancer-Specific Mortality with A.I.-based Gleason Grading. CoRR abs/2012.05197 (2020) - [i18]Andreas Holzinger, Peter Kieseberg, Heimo Müller:
KANDINSKY Patterns: A Swiss-Knife for the Study of Explainable AI. ERCIM News 2020(120) (2020)
2010 – 2019
- 2019
- [j77]Andreas Holzinger, Markus Plass, Michael D. Kickmeier-Rust, Katharina Holzinger, Gloria Cerasela Crisan, Camelia-Mihaela Pintea, Vasile Palade:
Interactive machine learning: experimental evidence for the human in the algorithmic loop - A case study on Ant Colony Optimization. Appl. Intell. 49(7): 2401-2414 (2019) - [j76]Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger:
Use case driven evaluation of open databases for pediatric cancer research. BioData Min. 12(1): 2:1-2:20 (2019) - [j75]Marcus D. Bloice, Peter M. Roth, Andreas Holzinger:
Biomedical image augmentation using Augmentor. Bioinform. 35(21): 4522-4524 (2019) - [j74]Shane O'Sullivan, Helmut Heinsen, Lea Tenenholz Grinberg, Leila Chimelli, Edson Amaro Jr., Paulo Hilário do Nascimento Saldiva, Fleur Jeanquartier, Claire Jean-Quartier, Maria da Graça Morais Martin, Mohammed Imran Sajid, Andreas Holzinger:
The role of artificial intelligence and machine learning in harmonization of high-resolution post-mortem MRI (virtopsy) with respect to brain microstructure. Brain Informatics 6(1): 4 (2019) - [j73]Michael D. Kickmeier-Rust, Andreas Holzinger:
Interactive Ant Colony Optimization to Support Adaptation in Serious Games. Int. J. Serious Games 6(3): 37-50 (2019) - [j72]Andreas Holzinger:
Introduction to MAchine Learning & Knowledge Extraction (MAKE). Mach. Learn. Knowl. Extr. 1(1): 1-20 (2019) - [j71]Andreas Philipp Hassler, Ernestina Menasalvas, Francisco Jose Garcia-Garcia, Leocadio Rodríguez-Mañas, Andreas Holzinger:
Importance of medical data preprocessing in predictive modeling and risk factor discovery for the frailty syndrome. BMC Medical Informatics Decis. Mak. 19(1): 33:1-33:17 (2019) - [j70]Shane O'Sullivan, Zulfiqur Ali, Xiaoyi Jiang, Reza Abdolvand, M. Selim Ünlü, Hugo Plácido da Silva, Justin T. Baca, Brian N. Kim, Simon Scott, Mohammed Imran Sajid, Sina Moradian, Hakhamanesh Mansoorzare, Andreas Holzinger:
Developments in Transduction, Connectivity and AI/Machine Learning for Point-of-Care Testing. Sensors 19(8): 1917 (2019) - [j69]Andreas Holzinger, Georg Langs, Helmut Denk, Kurt Zatloukal, Heimo Müller:
Causability and explainability of artificial intelligence in medicine. WIREs Data Mining Knowl. Discov. 9(4) (2019) - [c185]Andreas Holzinger, Michael D. Kickmeier-Rust, Heimo Müller:
KANDINSKY Patterns as IQ-Test for Machine Learning. CD-MAKE 2019: 1-14 - [c184]Sarni Suhaila Rahim, Vasile Palade, Ibrahim Almakky, Andreas Holzinger:
Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Deep Learning and Image Augmentation. CD-MAKE 2019: 114-127 - [c183]Frantisek Babic, Ljiljana Trtica-Majnaric, Sanja Bekic, Andreas Holzinger:
Machine Learning for Family Doctors: A Case of Cluster Analysis for Studying Aging Associated Comorbidities and Frailty. CD-MAKE 2019: 178-194 - [c182]Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger:
Insights into Learning Competence Through Probabilistic Graphical Models. CD-MAKE 2019: 250-271 - [c181]Heimo Müller, Martina Lang, Bernhard Wieser, Robert Reihs, Birgit Pohn, Andreas Holzinger, Kurt Zatloukal:
Acceptance of Virtual Health Avatars. ICSSA 2019: 70-75 - [c180]Andreas Holzinger:
From Machine Learning to Explainable AI and Beyond. IJCCI 2019: 16 - [c179]Robert Reihs, Birgit Pohn, Kurt Zatloukal, Andreas Holzinger, Heimo Müller:
NLP for the Generation of Training Data Sets for Ontology-Guided Weakly-Supervised Machine Learning in Digital Pathology. ISCC 2019: 1072-1076 - [c178]Birgit Pohn, Michaela Kargl, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller:
Towards a Deeper Understanding of How a Pathologist Makes a Diagnosis: Visualization of the Diagnostic Process in Histopathology. ISCC 2019: 1081-1086 - [c177]Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger:
Visualizing Uncertainty for Comparing Genomic Pediatric Brain Cancer Data. IV (1) 2019: 388-391 - [c176]Birgit Pohn, Marie-Christina Mayer, Robert Reihs, Andreas Holzinger, Kurt Zatloukal, Heimo Müller:
Visualization of Histopathological Decision Making Using a Roadbook Metaphor. IV (1) 2019: 392-397 - [c175]Andreas Holzinger:
From Machine Learning to Explainable AI and Beyond. PECCS 2019: 5 - [e49]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - Third IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2019, Canterbury, UK, August 26-29, 2019, Proceedings. Lecture Notes in Computer Science 11713, Springer 2019, ISBN 978-3-030-29725-1 [contents] - [e48]Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert:
Computer-Human Interaction Research and Applications - First International Conference, CHIRA 2017, Funchal, Madeira, Portugal, October 31 - November 2, 2017, Revised Selected Papers. Communications in Computer and Information Science 654, Springer 2019, ISBN 978-3-030-32964-8 [contents] - [e47]Hugo Plácido da Silva, Andres Jimenez Ramirez, Andreas Holzinger, Markus Helfert, Larry L. Constantine:
Proceedings of the 3rd International Conference on Computer-Human Interaction Research and Applications, CHIRA 2019, Vienna, Austria, September 20-21, 2019. ScitePress 2019, ISBN 978-989-758-376-6 [contents] - [e46]Andreas Holzinger, Alan Pope, Hugo Plácido da Silva:
Physiological Computing Systems - International Conferences, PhyCS 2016, Lisbon, Portugal, July 27-28, 2016, PhyCS 2017, Madrid, Spain, July 27-28, 2017, PhyCS 2018, Seville, Spain, September 19-21, 2018, Revised and Extended Selected Papers. Lecture Notes in Computer Science 10057, Springer 2019, ISBN 978-3-030-27949-3 [contents] - [i17]Heimo Müller, Andreas Holzinger:
Kandinsky Patterns. CoRR abs/1906.00657 (2019) - [i16]Marcus D. Bloice, Peter M. Roth, Andreas Holzinger:
Patch augmentation: Towards efficient decision boundaries for neural networks. CoRR abs/1911.07922 (2019) - [i15]Marcus D. Bloice, Peter M. Roth, Andreas Holzinger:
Performing Arithmetic Using a Neural Network Trained on Digit Permutation Pairs. CoRR abs/1912.03035 (2019) - [i14]Andreas Holzinger, André M. Carrington, Heimo Müller:
Measuring the Quality of Explanations: The System Causability Scale (SCS). Comparing Human and Machine Explanations. CoRR abs/1912.09024 (2019) - [i13]Peter Kieseberg, Lukas Daniel Klausner, Andreas Holzinger:
Distortion in Real-World Analytic Processes. ERCIM News 2019(118) (2019) - 2018
- [j68]Andreas Holzinger:
Explainable AI (ex-AI). Inform. Spektrum 41(2): 138-143 (2018) - [j67]Sefket Sabanovic, Ljiljana Trtica-Majnaric, Frantisek Babic, Michal Vadovský, Ján Paralic, Aleksandar Vcev, Andreas Holzinger:
Metabolic syndrome in hypertensive women in the age of menopause: a case study on data from general practice electronic health records. BMC Medical Informatics Decis. Mak. 18(1): 24 (2018) - [c174]Andreas Holzinger, Peter Kieseberg, Edgar R. Weippl, A Min Tjoa:
Current Advances, Trends and Challenges of Machine Learning and Knowledge Extraction: From Machine Learning to Explainable AI. CD-MAKE 2018: 1-8 - [c173]Catherine Sotirakou, Panagiotis Germanakos, Andreas Holzinger, Constantinos Mourlas:
Feedback Matters! Predicting the Appreciation of Online Articles A Data-Driven Approach. CD-MAKE 2018: 147-159 - [c172]Randy Goebel, Ajay Chander, Katharina Holzinger, Freddy Lécué, Zeynep Akata, Simone Stumpf, Peter Kieseberg, Andreas Holzinger:
Explainable AI: The New 42? CD-MAKE 2018: 295-303 - [c171]Michael D. Kickmeier-Rust, Andreas Holzinger:
Teaming up with Artificial Intelligence: The Human in the Loop of Serious Game Pathfinding Algorithms. GALA 2018: 354-363 - [c170]Deepika Singh, Ismini Psychoula, Johannes Kropf, Sten Hanke, Andreas Holzinger:
Users' Perceptions and Attitudes Towards Smart Home Technologies. ICOST 2018: 203-214 - [c169]Ismini Psychoula, Erinc Merdivan, Deepika Singh, Liming Chen, Feng Chen, Sten Hanke, Johannes Kropf, Andreas Holzinger, Matthieu Geist:
A Deep Learning Approach for Privacy Preservation in Assisted Living. PerCom Workshops 2018: 710-715 - [c168]Eduardo Machado, Deepika Singh, Federico Cruciani, Liming Chen, Sten Hanke, Fernando Salvago, Johannes Kropf, Andreas Holzinger:
A Conceptual framework for Adaptive User Interfaces for older adults. PerCom Workshops 2018: 782-787 - [c167]Ismini Psychoula, Deepika Singh, Liming Chen, Feng Chen, Andreas Holzinger, Huansheng Ning:
Users' Privacy Concerns in IoT Based Applications. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI 2018: 1887-1894 - [c166]Erinc Merdivan, Deepika Singh, Sten Hanke, Andreas Holzinger:
Dialogue Systems for Intelligent Human Computer Interactions. BRAINS/WS-AFFIN@AmI 2018: 57-71 - [e45]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - Second IFIP TC 5, TC 8/WG 8.4, 8.9, TC 12/WG 12.9 International Cross-Domain Conference, CD-MAKE 2018, Hamburg, Germany, August 27-30, 2018, Proceedings. Lecture Notes in Computer Science 11015, Springer 2018, ISBN 978-3-319-99739-1 [contents] - [e44]Georg Krempl, Vincent Lemaire, Daniel Kottke, Adrian Calma, Andreas Holzinger, Robi Polikar, Bernhard Sick:
Proceedings of the Workshop on Interactive Adaptive Learning co-located with European Conference on Machine Learning (ECML 2018) and Principles and Practice of Knowledge Discovery in Databases (PKDD 2018), Dublin, Ireland, September 10th, 2018. CEUR Workshop Proceedings 2192, CEUR-WS.org 2018 [contents] - [i12]Bernd Malle, Nicola Giuliani, Peter Kieseberg, Andreas Holzinger:
The Need for Speed of AI Applications: Performance Comparison of Native vs. Browser-based Algorithm Implementations. CoRR abs/1802.03707 (2018) - [i11]Ismini Psychoula, Erinc Merdivan, Deepika Singh, Liming Chen, Feng Chen, Sten Hanke, Johannes Kropf, Andreas Holzinger, Matthieu Geist:
A Deep Learning Approach for Privacy Preservation in Assisted Living. CoRR abs/1802.09359 (2018) - [i10]Deepika Singh, Erinc Merdivan, Ismini Psychoula, Johannes Kropf, Sten Hanke, Matthieu Geist, Andreas Holzinger:
Human Activity Recognition using Recurrent Neural Networks. CoRR abs/1804.07144 (2018) - [i9]Deepika Singh, Johannes Kropf, Sten Hanke, Andreas Holzinger:
Ambient Assisted Living technologies from the perspectives of older people and professionals. CoRR abs/1804.07151 (2018) - [i8]Katharina Holzinger, Klaus Mak, Peter Kieseberg, Andreas Holzinger:
Can we Trust Machine Learning Results? Artificial Intelligence in Safety-Critical Decision Support. ERCIM News 2018(112) (2018) - 2017
- [j66]Marcus D. Bloice, Christof Stocker, Andreas Holzinger:
Augmentor: An Image Augmentation Library for Machine Learning. J. Open Source Softw. 2(19): 432 (2017) - [c165]Bernd Malle, Peter Kieseberg, Andreas Holzinger:
DO NOT DISTURB? Classifier Behavior on Perturbed Datasets. CD-MAKE 2017: 155-173 - [c164]Cagatay Turkay, Robert S. Laramee, Andreas Holzinger:
On the Challenges and Opportunities in Visualization for Machine Learning and Knowledge Extraction: A Research Agenda. CD-MAKE 2017: 191-198 - [c163]Deepika Singh, Johannes Kropf, Sten Hanke, Andreas Holzinger:
Ambient Assisted Living Technologies from the Perspectives of Older People and Professionals. CD-MAKE 2017: 255-266 - [c162]Deepika Singh, Erinc Merdivan, Ismini Psychoula, Johannes Kropf, Sten Hanke, Matthieu Geist, Andreas Holzinger:
Human Activity Recognition Using Recurrent Neural Networks. CD-MAKE 2017: 267-274 - [c161]Bernd Malle, Nicola Giuliani, Peter Kieseberg, Andreas Holzinger:
The More the Merrier - Federated Learning from Local Sphere Recommendations. CD-MAKE 2017: 367-373 - [c160]Andreas Holzinger:
Advances and Future Challenges in Machine Learning and Knowledge Extraction. DATA 2017: 11 - [c159]Johanna Pirker, Mathias Pojer, Andreas Holzinger, Christian Gütl:
Gesture-Based Interactions in Video Games with the Leap Motion Controller. HCI (1) 2017: 620-633 - [c158]Andreas Holzinger:
Advances and Future Challenges in Machine Learning and Knowledge Extraction. DCNET 2017: 11 - [c157]Andreas Holzinger, Miroslav Bursa, Sami Khuri, M. Elena Renda:
IT in Biology & Medical Informatics: On the Challenge of Understanding the Data Ecosystem. ITBAM 2017: 3-7 - [c156]Bernd Malle, Peter Kieseberg, Andreas Holzinger:
Interactive Anonymization for Privacy aware Machine Learning. IAL@PKDD/ECML 2017: 15-26 - [c155]Seid Muhie Yimam, Steffen Remus, Alexander Panchenko, Andreas Holzinger, Chris Biemann:
Entity-Centric Information Access with Human in the Loop for the Biomedical Domain. BiomedicalNLP@RANLP 2017: 42-48 - [c154]Irina Kuznetsova, Aleksandra Filipovska, Oliver Rackham, Artur Lugmayr, Andreas Holzinger:
Circularized Visualisation of Genetic Interactions. WWW (Companion Volume) 2017: 225-226 - [e43]Andreas Holzinger, Randy Goebel, Massimo Ferri, Vasile Palade:
Towards Integrative Machine Learning and Knowledge Extraction - BIRS Workshop, Banff, AB, Canada, July 24-26, 2015, Revised Selected Papers. Lecture Notes in Computer Science 10344, Springer 2017, ISBN 978-3-319-69774-1 [contents] - [e42]Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Machine Learning and Knowledge Extraction - First IFIP TC 5, WG 8.4, 8.9, 12.9 International Cross-Domain Conference, CD-MAKE 2017, Reggio di Calabria, Italy, August 29 - September 1, 2017, Proceedings. Lecture Notes in Computer Science 10410, Springer 2017, ISBN 978-3-319-66807-9 [contents] - [e41]Andreas Holzinger, Hugo Plácido da Silva, Markus Helfert:
Proceedings of the International Conference on Computer-Human Interaction Research and Applications, CHIRA 2017, Funchal, Madeira, Portugal, October 31 - November 2, 2017. ScitePress 2017, ISBN 978-989-758-267-7 [contents] - [e40]Miroslav Bursa, Andreas Holzinger, M. Elena Renda, Sami Khuri:
Information Technology in Bio- and Medical Informatics - 8th International Conference, ITBAM 2017, Lyon, France, August 28-31, 2017, Proceedings. Lecture Notes in Computer Science 10443, Springer 2017, ISBN 978-3-319-64264-2 [contents] - [e39]Alan Pope, Hugo Plácido da Silva, Andreas Holzinger:
Proceedings of the 4th International Conference on Physiological Computing Systems (PhyCS 2017), Madrid, Spain, July 27-28, 2017. SciTePress 2017, ISBN 978-989-758-268-4 [contents] - [i7]Irina Kuznetsova, Yuliya V. Karpievitch, Aleksandra Filipovska, Artur Lugmayr, Andreas Holzinger:
Review of Machine Learning Algorithms in Differential Expression Analysis. CoRR abs/1707.09837 (2017) - [i6]Andreas Holzinger, Markus Plass, Katharina Holzinger, Gloria Cerasela Crisan, Camelia-Mihaela Pintea, Vasile Palade:
A glass-box interactive machine learning approach for solving NP-hard problems with the human-in-the-loop. CoRR abs/1708.01104 (2017) - [i5]Marcus D. Bloice, Christof Stocker, Andreas Holzinger:
Augmentor: An Image Augmentation Library for Machine Learning. CoRR abs/1708.04680 (2017) - [i4]Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal:
Towards the Augmented Pathologist: Challenges of Explainable-AI in Digital Pathology. CoRR abs/1712.06657 (2017) - [i3]Andreas Holzinger, Chris Biemann, Constantinos S. Pattichis, Douglas B. Kell:
What do we need to build explainable AI systems for the medical domain? CoRR abs/1712.09923 (2017) - 2016
- [j65]Fleur Jeanquartier, Claire Jean-Quartier, David Cemernek, Andreas Holzinger:
In silico modeling for tumor growth visualization. BMC Syst. Biol. 10: 59 (2016) - [j64]Andreas Holzinger:
Interactive machine learning for health informatics: when do we need the human-in-the-loop? Brain Informatics 3(2): 119-131 (2016) - [j63]Dominic Girardi, Josef Küng, Raimund Kleiser, Michael Sonnberger, Doris Csillag, Johannes Trenkler, Andreas Holzinger:
Interactive knowledge discovery with the doctor-in-the-loop: a practical example of cerebral aneurysms research. Brain Informatics 3(3): 133-143 (2016) - [j62]Seid Muhie Yimam, Chris Biemann, Ljiljana Majnaric, Sefket Sabanovic, Andreas Holzinger:
An adaptive annotation approach for biomedical entity and relation recognition. Brain Informatics 3(3): 157-168 (2016) - [j61]Michael Hund, Dominic Böhm, Werner Sturm, Michael Sedlmair, Tobias Schreck, Torsten Ullrich, Daniel A. Keim, Ljiljana Majnaric, Andreas Holzinger:
Visual analytics for concept exploration in subspaces of patient groups. Brain Informatics 3(4): 233-247 (2016) - [j60]Peter Kieseberg, Bernd Malle, Peter Frühwirt, Edgar R. Weippl, Andreas Holzinger:
A tamper-proof audit and control system for the doctor in the loop. Brain Informatics 3(4): 269-279 (2016) - [j59]Christopher C. Mayer, Martin Bachler, Andreas Holzinger, Phyllis K. Stein, Siegfried Wassertheurer:
The Effect of Threshold Values and Weighting Factors on the Association between Entropy Measures and Mortality after Myocardial Infarction in the Cardiac Arrhythmia Suppression Trial (CAST). Entropy 18(4): 129 (2016) - [j58]Thomas Fößl, Martin Ebner, Sandra Schön, Andreas Holzinger:
A Field Study of a Video Supported Seamless-Learning-Setting with Elementary Learners. J. Educ. Technol. Soc. 19(1): 321-336 (2016) - [j57]Andreas Holzinger:
Interactive Machine Learning (iML). Inform. Spektrum 39(1): 64-68 (2016) - [c153]Andreas Holzinger, Markus Plass, Katharina Holzinger, Gloria Cerasela Crisan, Camelia-Mihaela Pintea, Vasile Palade:
Towards interactive Machine Learning (iML): Applying Ant Colony Algorithms to Solve the Traveling Salesman Problem with the Human-in-the-Loop Approach. CD-ARES 2016: 81-95 - [c152]Bernd Malle, Peter Kieseberg, Edgar R. Weippl, Andreas Holzinger:
The Right to Be Forgotten: Towards Machine Learning on Perturbed Knowledge Bases. CD-ARES 2016: 251-266 - [c151]Sangkyun Lee, Andreas Holzinger:
Knowledge Discovery from Complex High Dimensional Data. Solving Large Scale Learning Tasks 2016: 148-167 - [c150]Sandra Wartner, Dominic Girardi, Manuela Wiesinger-Widi, Johannes Trenkler, Raimund Kleiser, Andreas Holzinger:
Ontology-Guided Principal Component Analysis: Reaching the Limits of the Doctor-in-the-Loop. ITBAM 2016: 22-33 - [c149]Fleur Jeanquartier, Claire Jean-Quartier, Tobias Schreck, David Cemernek, Andreas Holzinger:
Integrating Open Data on Cancer in Support to Tumor Growth Analysis. ITBAM 2016: 49-66 - [c148]Claire Jean-Quartier, Fleur Jeanquartier, David Cemernek, Andreas Holzinger:
Tumor Growth Simulation Profiling. ITBAM 2016: 208-213 - [c147]Andreas Holzinger, André Calero Valdez, Martina Ziefle:
Towards Interactive Recommender Systems with the Doctor-in-the-Loop. MuC (Workshopband) 2016 - [p23]Andreas Holzinger:
Machine Learning for Health Informatics. Machine Learning for Health Informatics 2016: 1-24 - [p22]Dragana Miljkovic, Darko Aleksovski, Vid Podpecan, Nada Lavrac, Bernd Malle, Andreas Holzinger:
Machine Learning and Data Mining Methods for Managing Parkinson's Disease. Machine Learning for Health Informatics 2016: 209-220 - [p21]Sebastian Robert, Sebastian Büttner, Carsten Röcker, Andreas Holzinger:
Reasoning Under Uncertainty: Towards Collaborative Interactive Machine Learning. Machine Learning for Health Informatics 2016: 357-376 - [p20]André Calero Valdez, Martina Ziefle, Katrien Verbert, Alexander Felfernig, Andreas Holzinger:
Recommender Systems for Health Informatics: State-of-the-Art and Future Perspectives. Machine Learning for Health Informatics 2016: 391-414 - [p19]Fleur Jeanquartier, Claire Jean-Quartier, Max Kotlyar, Tomás Tokár, Anne-Christin Hauschild, Igor Jurisica, Andreas Holzinger:
Machine Learning for In Silico Modeling of Tumor Growth. Machine Learning for Health Informatics 2016: 415-434 - [p18]Marcus D. Bloice, Andreas Holzinger:
A Tutorial on Machine Learning and Data Science Tools with Python. Machine Learning for Health Informatics 2016: 435-480 - [e38]Francesco Buccafurri, Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar R. Weippl:
Availability, Reliability, and Security in Information Systems - IFIP WG 8.4, 8.9, TC 5 International Cross-Domain Conference, CD-ARES 2016, and Workshop on Privacy Aware Machine Learning for Health Data Science, PAML 2016, Salzburg, Austria, August 31 - September 2, 2016, Proceedings. Lecture Notes in Computer Science 9817, Springer 2016, ISBN 978-3-319-45506-8 [contents] - [e37]Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci:
Data Management Technologies and Applications - 4th International Conference, DATA 2015, Colmar, France, July 20-22, 2015, Revised Selected Papers. Communications in Computer and Information Science 584, Springer 2016, ISBN 978-3-319-30161-7 [contents] - [e36]M. Elena Renda, Miroslav Bursa, Andreas Holzinger, Sami Khuri:
Information Technology in Bio- and Medical Informatics - 7th International Conference, ITBAM 2016, Porto, Portugal, September 5-8, 2016, Proceedings. Lecture Notes in Computer Science 9832, Springer 2016, ISBN 978-3-319-43948-8 [contents] - [e35]Stephen Fairclough, Andreas Holzinger, Abraham Otero, Alan Pope, Hugo Plácido da Silva:
Proceedings of the 3rd International Conference on Physiological Computing Systems (PhyCS 2016), Lisbon, Portugal, July 27 - 28, 2016. SciTePress 2016, ISBN 978-989-758-197-7 [contents] - [e34]Andreas Holzinger:
Machine Learning for Health Informatics - State-of-the-Art and Future Challenges. Lecture Notes in Computer Science 9605, Springer 2016, ISBN 978-3-319-50477-3 [contents] - [i2]Peter Kieseberg, Edgar R. Weippl, Andreas Holzinger:
Trust for the "Doctor in the Loop". ERCIM News 2016(104) (2016) - [i1]Bernd Malle, Peter Kieseberg, Sebastian Schrittwieser, Andreas Holzinger:
Privacy Aware Machine Learning and the "Right to be Forgotten". ERCIM News 2016(107) (2016) - 2015
- [j56]Fleur Jeanquartier, Claire Jean-Quartier, Andreas Holzinger:
Integrated web visualizations for protein-protein interaction databases. BMC Bioinform. 16: 195:1-195:16 (2015) - [j55]Andreas Holzinger, Gabriella Pasi:
Introduction to the special issue on "interactive data analysis". Inf. Process. Manag. 51(2): 141-143 (2015) - [j54]Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Václav Stríteský, Andreas Holzinger:
Reprint of: Computational approaches for mining user's opinions on the Web 2.0. Inf. Process. Manag. 51(4): 510-519 (2015) - [j53]Andreas Holzinger:
Data Mining with Decision Trees: Theory and Applications. Online Inf. Rev. 39(3): 437-438 (2015) - [j52]Philipp Brauner, Andreas Holzinger, Martina Ziefle:
Ubiquitous Computing at its best: Serious exercise games for older adults in ambient assisted living environments - a technology acceptance perspective. EAI Endorsed Trans. Serious Games 1(4): e3 (2015) - [j51]Bernhard Peischl, Michaela Ferk, Andreas Holzinger:
The fine art of user-centered software development. Softw. Qual. J. 23(3): 509-536 (2015) - [j50]Hugo Plácido da Silva, Stephen H. Fairclough, Andreas Holzinger, Robert J. K. Jacob, Desney S. Tan:
Introduction to the Special Issue on Physiological Computing for Human-Computer Interaction. ACM Trans. Comput. Hum. Interact. 21(6): 29:1-29:4 (2015) - [j49]Ines Kozuh, Manfred Hintermair, Andreas Holzinger, Zala Volcic, Matjaz Debevc:
Enhancing universal access: deaf and hard of hearing people on social networking sites. Univers. Access Inf. Soc. 14(4): 537-545 (2015) - [c146]Andreas Holzinger, Randy Goebel, Vasile Palade, Massimo Ferri:
Towards Integrative Machine Learning and Knowledge Extraction. BIRS-IMLKE 2015: 1-12 - [c145]Andreas Holzinger, Bernd Malle, Peter Kieseberg, Peter M. Roth, Heimo Müller, Robert Reihs, Kurt Zatloukal:
Machine Learning and Knowledge Extraction in Digital Pathology Needs an Integrative Approach. BIRS-IMLKE 2015: 13-50 - [c144]Deepika Singh, Erinc Merdivan, Sten Hanke, Johannes Kropf, Matthieu Geist, Andreas Holzinger:
Convolutional and Recurrent Neural Networks for Activity Recognition in Smart Environment. BIRS-IMLKE 2015: 194-205 - [c143]Seid Muhie Yimam, Chris Biemann, Ljiljana Majnaric, Sefket Sabanovic, Andreas Holzinger:
Interactive and Iterative Annotation for Biomedical Entity Recognition. BIH 2015: 347-357 - [c142]Michael Hund, Werner Sturm, Tobias Schreck, Torsten Ullrich, Daniel A. Keim, Ljiljana Majnaric, Andreas Holzinger:
Analysis of Patient Groups and Immunization Results Based on Subspace Clustering. BIH 2015: 358-368 - [c141]Peter Kieseberg, Johannes Schantl, Peter Frühwirt, Edgar R. Weippl, Andreas Holzinger:
Witnesses for the Doctor in the Loop. BIH 2015: 369-378 - [c140]Sarni Suhaila Rahim, Vasile Palade, Chrisina Jayne, Andreas Holzinger, James Shuttleworth:
Detection of Diabetic Retinopathy and Maculopathy in Eye Fundus Images Using Fuzzy Image Processing. BIH 2015: 379-388 - [c139]Dominic Girardi, Josef Küng, Andreas Holzinger:
A Domain-Expert Centered Process Model for Knowledge Discovery in Medical Research: Putting the Expert-in-the-Loop. BIH 2015: 389-398 - [c138]Matjaz Debevc, Ines Kozuh, Simon Hauptman, Andrej Klembas, Julija Lapuh Bele, Andreas Holzinger:
Using WCAG 2.0 and Heuristic Evaluation to Evaluate Accessibility in Educational Web Based Pages. LTEC@KMO 2015: 197-207 - [c137]Werner Sturm, Till Schäfer, Tobias Schreck, Andreas Holzinger, Torsten Ullrich:
Extending the Scaffold Hunter Visualization Toolkit with Interactive Heatmaps. CGVC 2015: 77-84 - [c136]Werner Sturm, Tobias Schreck, Andreas Holzinger, Torsten Ullrich:
Discovering Medical Knowledge Using Visual Analytics. VCBM 2015: 71-81 - [p17]Andreas Holzinger, Carsten Röcker, Martina Ziefle:
From Smart Health to Smart Hospitals. Smart Health 2015: 1-20 - [p16]Michael Duerr-Specht, Randy Goebel, Andreas Holzinger:
Medicine and Health Care as a Data Problem: Will Computers Become Better Medical Doctors? Smart Health 2015: 21-39 - [p15]Klaus Donsa, Stephan Spat, Peter Beck, Thomas R. Pieber, Andreas Holzinger:
Towards Personalization of Diabetes Therapy Using Computerized Decision Support and Machine Learning: Some Open Problems and Challenges. Smart Health 2015: 237-260 - [p14]Heimo Müller, Robert Reihs, Kurt Zatloukal, Fleur Jeanquartier, Roxana Merino-Martinez, David van Enckevort, Morris A. Swertz, Andreas Holzinger:
State-of-the-Art and Future Challenges in the Integration of Biobank Catalogues. Smart Health 2015: 261-273 - [e33]Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci:
Data Management Technologies and Applications - Third International Conference, DATA 2014, Vienna, Austria, August 29-31, 2014, Revised Selected Papers. Communications in Computer and Information Science 178, Springer 2015, ISBN 978-3-319-25935-2 [contents] - [e32]Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci:
DATA 2015 - Proceedings of 4th International Conference on Data Management Technologies and Applications, Colmar, Alsace, France, 20-22 July, 2015. SciTePress 2015, ISBN 978-989-758-103-8 [contents] - [e31]Mohammad S. Obaidat, Andreas Holzinger, Joaquim Filipe:
E-Business and Telecommunications - 11th International Joint Conference, ICETE 2014, Vienna, Austria, August 28-30, 2014, Revised Selected Papers. Communications in Computer and Information Science 554, Springer 2015, ISBN 978-3-319-25914-7 [contents] - [e30]Tao Li, Lukasz A. Kurgan, Vasile Palade, Randy Goebel, Andreas Holzinger, Karin Verspoor, M. Arif Wani:
14th IEEE International Conference on Machine Learning and Applications, ICMLA 2015, Miami, FL, USA, December 9-11, 2015. IEEE 2015, ISBN 978-1-5090-0287-0 [contents] - [e29]Andreas Holzinger, Jorge Cardoso, José Cordeiro, Thérèse Libourel, Leszek A. Maciaszek, Marten van Sinderen:
Software Technologies - 9th International Joint Conference, ICSOFT 2014, Vienna, Austria, August 29-31, 2014, Revised Selected Papers. Communications in Computer and Information Science 555, Springer 2015, ISBN 978-3-319-25578-1 [contents] - [e28]Andreas Holzinger, Carsten Röcker, Ana L. N. Fred, Markus Helfert, John O'Donoghue, Martina Ziefle:
ICT4AgeingWell 2015 - Proceedings of the 1st International Conference on Information and Communication Technologies for Ageing Well and e-Health, Lisbon, Portugal, 20-22 May, 2015. SCITEPRESS 2015, ISBN 978-989-758-102-1 [contents] - [e27]Markus Helfert, Andreas Holzinger, Martina Ziefle, Ana L. N. Fred, John O'Donoghue, Carsten Röcker:
Information and Communication Technologies for Ageing Well and e-Health - First International Conference, ICT4AgeingWell 2015, Lisbon, Portugal, May 20-22, 2015. Revised Selected Papers. Communications in Computer and Information Science 578, Springer 2015, ISBN 978-3-319-27694-6 [contents] - [e26]M. Elena Renda, Miroslav Bursa, Andreas Holzinger, Sami Khuri:
Information Technology in Bio- and Medical Informatics - 6th International Conference, ITBAM 2015, Valencia, Spain, September 3-4, 2015, Proceedings. Lecture Notes in Computer Science 9267, Springer 2015, ISBN 978-3-319-22740-5 [contents] - [e25]Hugo Plácido da Silva, Pierre Chauvet, Andreas Holzinger, Stephen H. Fairclough, Dennis Majoe:
PhyCS 2015 - Proceedings of the 2nd International Conference on Physiological Computing Systems, ESEO, Angers, Loire Valley, France, 11 - 13 February, 2015. SciTePress 2015, ISBN 978-989-758-085-7 [contents] - [e24]Andreas Holzinger, Carsten Röcker, Martina Ziefle:
Smart Health - Open Problems and Future Challenges. Lecture Notes in Computer Science 8700, Springer 2015, ISBN 978-3-319-16225-6 [contents] - 2014
- [j48]Andreas Holzinger, Matthias Dehmer, Igor Jurisica:
Knowledge Discovery and interactive Data Mining in Bioinformatics - State-of-the-Art, future challenges and research directions. BMC Bioinform. 15(S-6): I1 (2014) - [j47]Christopher C. Mayer, Martin Bachler, Matthias Hörtenhuber, Christof Stocker, Andreas Holzinger, Siegfried Wassertheurer:
Selection of entropy-measure parameters for knowledge discovery in heart rate variability data. BMC Bioinform. 15(S-6): S2 (2014) - [j46]Heimo Müller, Robert Reihs, Kurt Zatloukal, Andreas Holzinger:
Analysis of biomedical data with multilevel glyphs. BMC Bioinform. 15(S-6): S5 (2014) - [j45]Frank Emmert-Streib, Ricardo de Matos Simoes, Galina V. Glazko, Simon S. McDade, Benjamin Haibe-Kains, Andreas Holzinger, Matthias Dehmer, Frederick Campbell:
Functional and genetic analysis of the colon cancer network. BMC Bioinform. 15(S-6): S6 (2014) - [j44]Pinar Yildirim, Ljiljana Majnaric, Ilyas Ozgur Ekmekci, Andreas Holzinger:
Knowledge discovery of drug data on the example of adverse reaction prediction. BMC Bioinform. 15(S-6): S7 (2014) - [j43]Andreas Holzinger:
Trends in Interactive Knowledge Discovery for Personalized Medicine: Cognitive Science meets Machine Learning. IEEE Intell. Informatics Bull. 15(1): 6-14 (2014) - [j42]Matjaz Debevc, Zoran Stjepanovic, Andreas Holzinger:
Development and evaluation of an e-learning course for deaf and hard of hearing based on the advanced Adapted Pedagogical Index method. Interact. Learn. Environ. 22(1): 35-50 (2014) - [j41]Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Václav Stríteský, Andreas Holzinger:
Computational approaches for mining user's opinions on the Web 2.0. Inf. Process. Manag. 50(6): 899-908 (2014) - [j40]Marcus D. Bloice, Klaus-Martin Simonic, Andreas Holzinger:
Casebook: a virtual patient iPad application for teaching decision-making through the use of electronic health records. BMC Medical Informatics Decis. Mak. 14: 66 (2014) - [j39]Andreas Holzinger:
Visual Insights: A Practical Guide to Making Sense of Data. Online Inf. Rev. 38(7): 994-995 (2014) - [c135]Andreas Holzinger, Bettina Sommerauer, Peter Spitzer, Simon Juric, Borut Zalik, Matjaz Debevc, Chantal Lidynia, André Calero Valdez, Carsten Röcker, Martina Ziefle:
Mobile Computing is not Always Advantageous: Lessons Learned from a Real-World Case Study in a Hospital. CD-ARES 2014: 110-123 - [c134]Andreas Holzinger, Michael Schwarz, Bernhard Ofner, Fleur Jeanquartier, André Calero Valdez, Carsten Röcker, Martina Ziefle:
Towards Interactive Visualization of Longitudinal Data to Support Knowledge Discovery on Multi-touch Tablet Computers. CD-ARES 2014: 124-137 - [c133]Andreas Holzinger:
Extravaganza Tutorial on Hot Ideas for Interactive Knowledge Discovery and Data Mining in Biomedical Informatics. Brain Informatics and Health 2014: 502-515 - [c132]Andreas Holzinger, Bernd Malle, Nicola Giuliani:
On Graph Extraction from Image Data. Brain Informatics and Health 2014: 552-563 - [c131]Michael Preuß, Matthias Dehmer, Stefan Pickl, Andreas Holzinger:
On Terrain Coverage Optimization by Using a Network Approach for Universal Graph-Based Data Mining and Knowledge Discovery. Brain Informatics and Health 2014: 564-573 - [c130]Martin Bachler, Matthias Hörtenhuber, Christopher C. Mayer, Andreas Holzinger, Siegfried Wassertheurer:
Entropy-Based Data Mining on the Example of Cardiac Arrhythmia Suppression. Brain Informatics and Health 2014: 574-585 - [c129]Christof Stocker, Leopold-Michael Marzi, Christian Matula, Johannes Schantl, Gottfried Prohaska, Alberto Brabenetz, Andreas Holzinger:
Enhancing Patient Safety through Human-Computer Information Retrieval on the Example of German-Speaking Surgical Reports. DEXA Workshops 2014: 216-220 - [c128]André Calero Valdez, Anne Kathrin Schaar, Martina Ziefle, Andreas Holzinger:
Enhancing Interdisciplinary Cooperation by Social Platforms - Assessing the Usefulness of Bibliometric Social Network Visualization in Large-Scale Research Clusters. HCI (12) 2014: 298-309 - [c127]Bernhard Peischl, Johannes Schantl, Andreas Holzinger:
Energizing People's Work - Transforming Organizations Through Gamification. ICE-B 2014: 201-208 - [c126]Frantisek Babic, Ljiljana Majnaric, Alexandra Lukácová, Ján Paralic, Andreas Holzinger:
On Patient's Characteristics Extraction for Metabolic Syndrome Diagnosis: Predictive Modelling Based on Machine Learning. ITBAM 2014: 118-132 - [c125]Andreas Holzinger:
On Interaction in Data Mining. MODELSWARD 2014: IS-13 - [c124]Andreas Holzinger:
On Interaction in Data Mining. VISAPP (1) 2014: IS-9 - [c123]Andreas Holzinger, David Blanchard, Marcus D. Bloice, Katharina Holzinger, Vasile Palade, Raul Rabadan:
Darwin, Lamarck, or Baldwin: Applying Evolutionary Algorithms to Machine Learning Techniques. WI-IAT (1) 2014: 449-453 - [p13]Andreas Holzinger, Igor Jurisica:
Knowledge Discovery and Data Mining in Biomedical Informatics: The Future Is in Integrative, Interactive Machine Learning Solutions. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 1-18 - [p12]David Otasek, Chiara Pastrello, Andreas Holzinger, Igor Jurisica:
Visual Data Mining: Effective Exploration of the Biological Universe. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 19-33 - [p11]Katharina Holzinger, Vasile Palade, Raul Rabadan, Andreas Holzinger:
Darwin or Lamarck? Future Challenges in Evolutionary Algorithms for Knowledge Discovery and Data Mining. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 35-56 - [p10]Andreas Holzinger, Bernd Malle, Marcus D. Bloice, Marco Wiltgen, Massimo Ferri, Ignazio Stanganelli, Rainer Hofmann-Wellenhof:
On the Generation of Point Cloud Data Sets: Step One in the Knowledge Discovery Process. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 57-80 - [p9]Pinar Yildirim, Marcus D. Bloice, Andreas Holzinger:
Knowledge Discovery and Visualization of Clusters for Erythromycin Related Adverse Events in the FDA Drug Adverse Event Reporting System. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 101-116 - [p8]Cagatay Turkay, Fleur Jeanquartier, Andreas Holzinger, Helwig Hauser:
On Computationally-Enhanced Visual Analysis of Heterogeneous Data and Its Application in Biomedical Informatics. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 117-140 - [p7]Andreas Holzinger, Matthias Hörtenhuber, Christopher C. Mayer, Martin Bachler, Siegfried Wassertheurer, Armando J. Pinho, David Koslicki:
On Entropy-Based Data Mining. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 209-226 - [p6]Andreas Holzinger, Bernhard Ofner, Matthias Dehmer:
Multi-touch Graph-Based Interaction for Knowledge Discovery on Mobile Devices: State-of-the-Art and Future Challenges. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 241-254 - [p5]Andreas Holzinger, Johannes Schantl, Miriam Schroettner, Christin Seifert, Karin Verspoor:
Biomedical Text Mining: State-of-the-Art, Open Problems and Future Challenges. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 271-300 - [p4]Peter Kieseberg, Heidelinde Hobel, Sebastian Schrittwieser, Edgar R. Weippl, Andreas Holzinger:
Protecting Anonymity in Data-Driven Biomedical Science. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 301-316 - [p3]Berthold Huppertz, Andreas Holzinger:
Biobanks - A Source of Large Biological Data Sets: Open Problems and Future Challenges. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 317-330 - [p2]Andreas Holzinger:
On Topological Data Mining. Interactive Knowledge Discovery and Data Mining in Biomedical Informatics 2014: 331-356 - [e23]Markus Helfert, Andreas Holzinger, Orlando Belo, Chiara Francalanci:
DATA 2014 - Proceedings of 3rd International Conference on Data Management Technologies and Applications, Vienna, Austria, 29-31 August, 2014. SciTePress 2014, ISBN 978-989-758-035-2 [contents] - [e22]Mohammad S. Obaidat, Andreas Holzinger, Marten van Sinderen, Peter Dolog:
ICE-B 2014 - Proceedings of the 11th International Conference on e-Business, Vienna, Austria, 28-30 August, 2014. SciTePress 2014, ISBN 978-989-758-043-7 [contents] - [e21]Mohammad S. Obaidat, Andreas Holzinger, José Luis Sevillano, Pascal Lorenz:
DCNET 2014 - Proceedings of the 5th International Conference on Data Communication Networking, Vienna, Austria, 28-30 August, 2014. SciTePress 2014, ISBN 978-989-758-042-0 [contents] - [e20]Mohammad S. Obaidat, Andreas Holzinger, Panagiotis G. Sarigiannidis:
OPTICS 2014 - Proceedings of the 5th International Conference on Optical Communication Systems, Vienna, Austria, 28-30 August, 2014. SciTePress 2014, ISBN 978-989-758-044-4 [contents] - [e19]Andreas Holzinger, Thérèse Libourel, Leszek A. Maciaszek, Stephen J. Mellor:
ICSOFT-EA 2014 - Proceedings of the 9th International Conference on Software Engineering and Applications, Vienna, Austria, 29-31 August, 2014. SciTePress 2014, ISBN 978-989-758-036-9 [contents] - [e18]Andreas Holzinger, Jorge Cardoso, José Cordeiro, Marten van Sinderen, Stephen J. Mellor:
ICSOFT-PT 2014 - Proceedings of the 9th International Conference on Software Paradigm Trends, Vienna, Austria, 29-31 August, 2014. SciTePress 2014, ISBN 978-989-758-037-6 [contents] - [e17]Andreas Holzinger, Stephen H. Fairclough, Dennis Majoe, Hugo Plácido da Silva:
PhyCS 2014 - Proceedings of the International Conference on Physiological Computing Systems, Lisbon, Portugal, 7 - 9 January, 2014. SciTePress 2014, ISBN 978-989-758-006-2 [contents] - [e16]Hugo Plácido da Silva, Andreas Holzinger, Stephen H. Fairclough, Dennis Majoe:
Physiological Computing Systems - First International Conference, PhyCS 2014, Lisbon, Portugal, January 7-9, 2014, Revised Selected Papers. Lecture Notes in Computer Science 8908, Springer 2014, ISBN 978-3-662-45685-9 [contents] - [e15]Mohammad S. Obaidat, Andreas Holzinger, Pierangela Samarati:
SECRYPT 2014 - Proceedings of the 11th International Conference on Security and Cryptography, Vienna, Austria, 28-30 August, 2014. SciTePress 2014, ISBN 978-989-758-045-1 [contents] - [e14]Mohammad S. Obaidat, Andreas Holzinger, Enrique Cabello:
SIGMAP 2014 - Proceedings of the 11th International Conference on Signal Processing and Multimedia Applications, Vienna, Austria, 28-30 August, 2014. SciTePress 2014, ISBN 978-989-758-046-8 [contents] - [e13]Mohammad S. Obaidat, Andreas Holzinger, Franco Davoli, Petros Nicopolitidis, Dimitrios D. Vergados:
WINSYS 2014 - Proceedings of the 11th International Conference on Wireless Information Networks and Systems, Vienna, Austria, 28-30 August, 2014. SciTePress 2014, ISBN 978-989-758-047-5 [contents] - [e12]Andreas Holzinger, Igor Jurisica:
Interactive Knowledge Discovery and Data Mining in Biomedical Informatics - State-of-the-Art and Future Challenges. Lecture Notes in Computer Science 8401, Springer 2014, ISBN 978-3-662-43967-8 [contents] - 2013
- [j38]Andreas Holzinger, Mario Zupan:
KNODWAT: A scientific framework application for testing knowledge discovery methods for the biomedical domain. BMC Bioinform. 14: 191 (2013) - [j37]Bernhard Hametner, Siegfried Wassertheurer, Johannes Kropf, Christopher C. Mayer, Andreas Holzinger, Bernd Eber, Thomas Weber:
Wave reflection quantification based on pressure waveforms alone - Methods, comparison, and clinical covariates. Comput. Methods Programs Biomed. 109(3): 250-259 (2013) - [j36]Marcus D. Bloice, Klaus-Martin Simonic, Andreas Holzinger:
On the usage of health records for the design of virtual patients: a systematic review. BMC Medical Informatics Decis. Mak. 13: 103 (2013) - [j35]Behnam Taraghi, Martin Grossegger, Martin Ebner, Andreas Holzinger:
Web analytics of user path tracing and a novel algorithm for generating recommendations in Open Journal Systems. Online Inf. Rev. 37(5): 672-691 (2013) - [c122]Simon Himmel, Martina Ziefle, Chantal Lidynia, Andreas Holzinger:
Older Users' Wish List for Technology Attributes - A Comparison of Household and Medical Technologies. CD-ARES 2013: 16-27 - [c121]Andreas Holzinger:
Human-Computer Interaction and Knowledge Discovery (HCI-KDD): What Is the Benefit of Bringing Those Two Fields to Work Together? CD-ARES 2013: 319-328 - [c120]Andreas Holzinger, Bernhard Ofner, Christof Stocker, André Calero Valdez, Anne Kathrin Schaar, Martina Ziefle, Matthias Dehmer:
On Graph Entropy Measures for Knowledge Discovery from Publication Network Data. CD-ARES 2013: 354-362 - [c119]Pinar Yildirim, Ljiljana Majnaric, Ilyas Ozgur Ekmekci, Andreas Holzinger:
On the Prediction of Clusters for Adverse Reactions and Allergies on Antibiotics for Children to Improve Biomedical Decision Making. CD-ARES 2013: 431-445 - [c118]Andreas Holzinger, Manuel Bruschi, Wolfgang Eder:
On Interactive Data Visualization of Physiological Low-Cost-Sensor Data with Focus on Mental Stress. CD-ARES 2013: 469-480 - [c117]Fleur Jeanquartier, Andreas Holzinger:
On Visual Analytics and Evaluation in Cell Physiology: A Case Study. CD-ARES 2013: 495-502 - [c116]Martin Ebner, Josef Wachtler, Andreas Holzinger:
Introducing an Information System for Successful Support of Selective Attention in Online Courses. HCI (8) 2013: 153-162 - [c115]Shuyan Xie, Markus Helfert, Artur Lugmayr, Rüdiger Heimgärtner, Andreas Holzinger:
Influence of Organizational Culture and Communication on the Successful Implementation of Information Technology in Hospitals. HCI (21) 2013: 165-174 - [c114]Martina Ziefle, Lars Klack, Wiktoria Wilkowska, Andreas Holzinger:
Acceptance of Telemedical Treatments - A Medical Professional Point of View. HCI (14) 2013: 325-334 - [c113]Bernhard Peischl, Michaela Ferk, Andreas Holzinger:
Integrating User-centred Design in an Early Stage of Mobile Medical Application Prototyping - A Case Study on Data Acquistion in Health Organisations. DCNET/ICE-B/OPTICS 2013: 185-195 - [c112]Andreas Holzinger, Christof Stocker, Bernhard Ofner, Gottfried Prohaska, Alberto Brabenetz, Rainer Hofmann-Wellenhof:
Combining HCI, Natural Language Processing, and Knowledge Discovery - Potential of IBM Content Analytics as an Assistive Technology in the Biomedical Field. CHI-KDD 2013: 13-24 - [c111]Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Václav Stríteský, Andreas Holzinger:
Opinion Mining on the Web 2.0 - Characteristics of User Generated Content and Their Impacts. CHI-KDD 2013: 35-46 - [c110]Pinar Yildirim, Ilyas Ozgur Ekmekci, Andreas Holzinger:
On Knowledge Discovery in Open Medical Data on the Example of the FDA Drug Adverse Event Reporting System for Alendronate (Fosamax). CHI-KDD 2013: 195-206 - [c109]Marios Belk, Panagiotis Germanakos, Christos Fidas, Andreas Holzinger, George Samaras:
Towards the Personalization of CAPTCHA Mechanisms Based on Individual Differences in Cognitive Processing. SouthCHI 2013: 409-426 - [p1]Andreas Holzinger, Pinar Yildirim, Michael Geier, Klaus-Martin Simonic:
Quality-Based Knowledge Discovery from Medical Text on the Web. Quality Issues in the Management of Web Information 2013: 145-158 - [e11]Andreas Holzinger, Martina Ziefle, Martin Hitz, Matjaz Debevc:
Human Factors in Computing and Informatics - First International Conference, SouthCHI 2013, Maribor, Slovenia, July 1-3, 2013. Proceedings. Lecture Notes in Computer Science 7946, Springer 2013, ISBN 978-3-642-39061-6 [contents] - [e10]Andreas Holzinger, Gabriella Pasi:
Human-Computer Interaction and Knowledge Discovery in Complex, Unstructured, Big Data - Third International Workshop, HCI-KDD 2013, Held at SouthCHI 2013, Maribor, Slovenia, July 1-3, 2013. Proceedings. Lecture Notes in Computer Science 7947, Springer 2013, ISBN 978-3-642-39145-3 [contents] - 2012
- [j34]Andreas Holzinger, Christof Stocker, Bernhard Peischl, Klaus-Martin Simonic:
On Using Entropy for Enhancing Handwriting Preprocessing. Entropy 14(11): 2324-2350 (2012) - [j33]Samra Mujacic, Matjaz Debevc, Primoz Kosec, Marcus D. Bloice, Andreas Holzinger:
Modeling, design, development and evaluation of a hypervideo presentation for digital systems teaching and learning. Multim. Tools Appl. 58(2): 435-452 (2012) - [c108]Andreas Holzinger, Evgenia Popova, Bernhard Peischl, Martina Ziefle:
On Complexity Reduction of User Interfaces for Safety-Critical Systems. CD-ARES 2012: 108-122 - [c107]Andreas Holzinger, Peter Treitler, Wolfgang Slany:
Making Apps Useable on Multiple Different Mobile Platforms: On Interoperability for Business Application Development on Smartphones. CD-ARES 2012: 176-189 - [c106]André Calero Valdez, Anne Kathrin Schaar, Martina Ziefle, Andreas Holzinger, Sabina Jeschke, Christian Brecher:
Using Mixed Node Publication Network Graphs for Analyzing Success in Interdisciplinary Teams. AMT 2012: 606-617 - [c105]Gerald Petz, Michal P. Karpowicz, Harald Fürschuß, Andreas Auinger, Stephan M. Winkler, Susanne Schaller, Andreas Holzinger:
On Text Preprocessing for Opinion Mining Outside of Laboratory Environments. AMT 2012: 618-629 - [c104]Andreas Holzinger, Christof Stocker, Manuel Bruschi, Andreas Auinger, Hugo Silva, Hugo Gamboa, Ana L. N. Fred:
On Applying Approximate Entropy to ECG Signals for Knowledge Discovery on the Example of Big Sensor Data. AMT 2012: 646-657 - [c103]Martin Billinger, Clemens Brunner, Reinhold Scherer, Andreas Holzinger, Gernot R. Müller-Putz:
Towards a Framework Based on Single Trial Connectivity for Enhancing Knowledge Discovery in BCI. AMT 2012: 658-667 - [c102]Mohammad Al-Smadi, Gudrun Wesiak, Christian Guetl, Andreas Holzinger:
Assessment for/as Learning: Integrated Automatic Assessment in Complex Learning Resources for Self-Directed Learning. CISIS 2012: 929-934 - [c101]Andreas Holzinger, Klaus-Martin Simonic, Pinar Yildirim:
Disease-Disease Relationships for Rheumatic Diseases: Web-Based Biomedical Textmining an Knowledge Discovery to Assist Medical Decision Making. COMPSAC 2012: 573-580 - [c100]Andreas Holzinger:
On Knowledge Discovery and Interactive Intelligent Visualization of Biomedical Data - Challenges in Human-Computer Interaction & Biomedical Informatics. DATA 2012 - [c99]Dietmar Nedbal, Andreas Auinger, Alexander Hochmeier, Andreas Holzinger:
A Systematic Success Factor Analysis in the Context of Enterprise 2.0: Results of an Exploratory Analysis Comprising Digital Immigrants and Digital Natives. EC-Web 2012: 163-175 - [c98]Matjaz Debevc, Ines Kozuh, Primoz Kosec, Milan Rotovnik, Andreas Holzinger:
Sign Language Multimedia Based Interaction for Aurally Handicapped People. ICCHP (2) 2012: 213-220 - [c97]Andreas Holzinger, Christof Stocker, Matthias Dehmer:
Big Complex Biomedical Data: Towards a Taxonomy of Data. ICETE (Selected Papers) 2012: 3-18 - [c96]Katharina Holzinger, Gabriele Koiner-Erath, Primoz Kosec, Markus Fassold, Andreas Holzinger:
ArchaeoApp Rome Edition (AARE): Making Invisible Sites Visible - e-Business Aspects of Historic Knowledge Discovery via Mobile Devices. DCNET/ICE-B/OPTICS 2012: 115-122 - [c95]Andreas Holzinger, Michael Geier, Panagiotis Germanakos:
On the Development of Smart Adaptive User Interfaces for Mobile e-Business Applications - Towards Enhancing User Experience - Some Lessons Learned. DCNET/ICE-B/OPTICS 2012: 205-214 - [c94]Bernhard Peischl, Martina Ziefle, Andreas Holzinger:
A Mobile Information System for Improved Navigation in Public Transport - User Centered Design, Development, Evaluation and e-Business Scenarios of a Mobile Roadmap Application. DCNET/ICE-B/OPTICS 2012: 217-221 - [c93]Andreas Auinger, Patrick Brandtner, Petra Großdeßner, Andreas Holzinger:
Search Engine Optimization Meets e-Business - A Theory-based Evaluation: Findability and Usability as Key Success Factors. DCNET/ICE-B/OPTICS 2012: 237-250 - [c92]Martin Bachler, Christopher C. Mayer, Bernhard Hametner, Siegfried Wassertheurer, Andreas Holzinger:
Online and Offline Determination of QT and PR Interval and QRS Duration in Electrocardiography. ICPCA/SWS 2012: 1-15 - [c91]Christian Breitwieser, Oliver Terbu, Andreas Holzinger, Clemens Brunner, Stefanie N. Lindstaedt, Gernot R. Müller-Putz:
iScope - Viewing Biosignals on Mobile Devices. ICPCA/SWS 2012: 50-56 - [c90]Andreas Holzinger, Reinhold Scherer, Martin Seeber, Johanna Wagner, Gernot R. Müller-Putz:
Computational Sensemaking on Examples of Knowledge Discovery from Neuroscience Data: Towards Enhancing Stroke Rehabilitation. ITBAM 2012: 166-168 - [c89]Jasminko Novak, Jürgen Ziegler, Ulrich Hoppe, Andreas Holzinger, Christoph Heintze, Martin Böckle:
Mobile Anwendungen für Medizin und Gesundheit. MuC (Workshopband) 2012: 227-230 - 2011
- [j32]Andreas Holzinger, Markus Baernthaler, Walter Pammer, Herman Katz, Vesna Bjelic-Radisic, Martina Ziefle:
Investigating paper vs. screen in real-life hospital workflows: Performance contradicts perceived superiority of paper in the user experience. Int. J. Hum. Comput. Stud. 69(9): 563-570 (2011) - [j31]Andreas Holzinger, Primoz Kosec, Gerold Schwantzer, Matjaz Debevc, Rainer Hofmann-Wellenhof, Julia Frühauf:
Design and development of a mobile computer application to reengineer workflows in the hospital and the methodology to evaluate its effectiveness. J. Biomed. Informatics 44(6): 968-977 (2011) - [j30]Markus Kreuzthaler, Marcus D. Bloice, Lukas Faulstich, Klaus-Martin Simonic, Andreas Holzinger:
A Comparison of Different Retrieval Strategies Working on Medical Free Texts. J. Univers. Comput. Sci. 17(7): 1109-1133 (2011) - [j29]Matjaz Debevc, Primoz Kosec, Andreas Holzinger:
Improving multimodal web accessibility for deaf people: sign language interpreter module. Multim. Tools Appl. 54(1): 181-199 (2011) - [j28]Andreas Holzinger, Gig Searle, Michaela Wernbacher:
The effect of previous exposure to technology on acceptance and its importance in usability and accessibility engineering. Univers. Access Inf. Soc. 10(3): 245-260 (2011) - [c88]Martina Ziefle, Carsten Röcker, Andreas Holzinger:
Medical Technology in Smart Homes: Exploring the User's Perspective on Privacy, Intimacy and Trust. COMPSAC Workshops 2011: 410-415 - [c87]Andreas Auinger, Anna Maria Aistleithner, Harald Kindermann, Andreas Holzinger:
Conformity with User Expectations on the Web: Are There Cultural Differences for Design Principles? HCI (9) 2011: 3-12 - [c86]Andreas Holzinger, Gig Searle, Andreas Auinger, Martina Ziefle:
Informatics as Semiotics Engineering: Lessons Learned from Design, Development and Evaluation of Ambient Assisted Living Applications for Elderly People. HCI (7) 2011: 183-192 - [c85]Christian Stickel, Martin Ebner, Andreas Holzinger:
Shadow Expert Technique (SET) for Interaction Analysis in Educational Systems. HCI (8) 2011: 642-651 - [c84]Andreas Holzinger, Martin Brugger, Wolfgang Slany:
Applying Aspect Oriented Programming in Usability Engineering Processes - On the Example of Tracking Usage Information for Remote Usability Testing. ICE-B 2011: 53-56 - [c83]Andreas Holzinger, Olivia Waclick, Frank Kappe, Stephan Lenhart, Gerbert Orasche, Bernhard Peischl:
Rapid Prototyping on the Example of Software Development in Automotive Industry - The Importance of Their Provision for Software Projects at the Correct Time. ICE-B 2011: 57-61 - [c82]Andreas Auinger, Dietmar Nedbal, Alexander Hochmeier, Andreas Holzinger:
User-centric Usability Evaluation for Enterprise 2.0 Platforms - A Complementary Multi-method Approach. ICE-B 2011: 119-124 - [c81]Katharina Holzinger, Manfred Lehner, Markus Fassold, Andreas Holzinger:
Archaeological Scavenger Hunt on Mobile Devices: From e-Education to e-Business - A Triple Adaptive Mobile Application for Supporting Experts, Tourists and Children. ICE-B 2011: 131-136 - [c80]Andreas Holzinger, Gig Searle, Bernhard Peischl, Matjaz Debevc:
An Answer to "Who Needs a Stylus?" on Handwriting Recognition on Mobile Devices. ICETE (Selected Papers) 2011: 156-167 - [c79]Andreas Holzinger, Lamija Basic, Bernhard Peischl, Matjaz Debevc:
Handwriting Recognition on Mobile Devices - State of the Art Technology, Usability and Business Analysis. ICE-B 2011: 219-227 - [c78]Martin Ebner, Andreas Holzinger, Nick Scerbakov, Philip Tsang:
EduPunks and Learning Management Systems - Conflict or Chance? ICHL 2011: 224-238 - [c77]Andreas Holzinger, Reinhold Scherer, Martina Ziefle:
Navigational User Interface Elements on the Left Side: Intuition of Designers or Experimental Evidence? INTERACT (2) 2011: 162-177 - [c76]Bernhard Höll, Stephan Spat, Johannes Plank, Lukas Schaupp, Katharina Neubauer, Peter Beck, Franco Chiarugi, Vasilis Kontogiannis, Thomas R. Pieber, Andreas Holzinger:
Design of a Mobile, Safety-Critical in-Patient Glucose Management System. MIE 2011: 950-954 - [c75]Klaus-Martin Simonic, Andreas Holzinger, Marcus D. Bloice, Josef Hermann:
Optimizing long-term treatment of rheumatoid arthritis with systematic documentation. PervasiveHealth 2011: 550-554 - [c74]Martina Ziefle, Carsten Röcker, Andreas Holzinger:
Perceived usefulness of assistive technologies and electronic services for ambient assisted living. PervasiveHealth 2011: 585-592 - [c73]B. L. William Wong, Kai Xu, Andreas Holzinger:
Interactive Visualization for Information Analysis in Medical Diagnosis. USAB 2011: 109-120 - [c72]Marcus D. Bloice, Klaus-Martin Simonic, Markus Kreuzthaler, Andreas Holzinger:
Development of an Interactive Application for Learning Medical Procedures and Clinical Decision Making. USAB 2011: 211-224 - [c71]Markus Kreuzthaler, Marcus D. Bloice, Klaus-Martin Simonic, Andreas Holzinger:
Navigating through Very Large Sets of Medical Records: An Information Retrieval Evaluation Architecture for Non-standardized Text. USAB 2011: 455-470 - [e9]Andreas Holzinger, Klaus-Martin Simonic:
Information Quality in e-Health - 7th Conference of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2011, Graz, Austria, November 25-26, 2011. Proceedings. Lecture Notes in Computer Science 7058, Springer 2011, ISBN 978-3-642-25363-8 [contents] - 2010
- [j27]Andreas Holzinger, Selver Softic, Christian Stickel, Martin Ebner, Matjaz Debevc, Bo Hu:
Nintendo Wii Remote Controller in Higher Education: Development and Evaluation of a Demonstrator Kit for e-Teaching. Comput. Informatics 29(4): 601-615 (2010) - [j26]Andreas Holzinger, Harold W. Thimbleby, Russell Beale:
Human-Computer Interaction for Medicine and Health Care (HCI4MED): Towards making Information usable. Int. J. Hum. Comput. Stud. 68(6): 325-327 (2010) - [j25]Andreas Holzinger, Alexander K. Nischelwitzer, Silvia Friedl, Bo Hu:
Towards life long learning: three models for ubiquitous applications. Wirel. Commun. Mob. Comput. 10(10): 1350-1365 (2010) - [c70]Primoz Kosec, Matjaz Debevc, Andreas Holzinger:
Sign Language Interpreter Module: Accessible Video Retrieval with Subtitles. ICCHP (2) 2010: 221-228 - [c69]Andreas Holzinger, Martina Ziefle, Carsten Röcker:
Human-Computer Interaction and Usability Engineering for Elderly (HCI4AGING): Introduction to the Special Thematic Session. ICCHP (2) 2010: 556-559 - [c68]André Calero Valdez, Martina Ziefle, Firat Alagöz, Andreas Holzinger:
Mental Models of Menu Structures in Diabetes Assistants. ICCHP (2) 2010: 584-591 - [c67]Andreas Holzinger, Martin Schlögl, Bernhard Peischl, Matjaz Debevc:
Preferences of Handwriting Recognition on Mobile Information Systems in Medicine - Improving Handwriting Algorithm on the Basis of Real-life Usability Research. ICE-B 2010: 14-21 - [c66]Andreas Holzinger, Karl Heinz Struggl, Matjaz Debevc:
Applying Model-view-controller (MVC) in Design and Development of Information Systems - An Example of Smart Assistive Script Breakdown in an e-Business Application. ICE-B 2010: 63-68 - [c65]Andreas Holzinger, Martin Schlögl, Bernhard Peischl, Matjaz Debevc:
Optimization of a Handwriting Recognition Algorithm for a Mobile Enterprise Health Information System on the Basis of Real-Life Usability Research. ICETE (Selected Papers) 2010: 97-111 - [c64]Katharina Holzinger, Andreas Holzinger, Christian Safran, Gabriele Koiner-Erath, Edgar R. Weippl:
Use of Wiki Systems in Archaeology - Privacy, Security and Data Protection as Key Problems. ICE-B 2010: 120-123 - [c63]Andreas Holzinger, Stefan Mayer, Wolfgang Slany, Matjaz Debevc:
The Influence of AJAX on Web Usability. ICE-B 2010: 124-127 - [c62]Andreas Holzinger, Gig Searle, Stephan Prückner, Silke Steinbach-Nordmann, Thomas Kleinberger, Etienne Hirt, Jens Temnitzer:
Perceived usefulness among elderly people: Experiences and lessons learned during the evaluation of a wrist device. PervasiveHealth 2010: 1-5 - [c61]Andreas Holzinger, Stefan Dorner, Manuela Födinger, André Calero Valdez, Martina Ziefle:
Chances of Increasing Youth Health Awareness through Mobile Wellness Applications. USAB 2010: 71-81 - [c60]Matjaz Debevc, Primoz Kosec, Andreas Holzinger:
E-Learning Accessibility for the Deaf and Hard of Hearing - Practical Examples and Experiences. USAB 2010: 203-213 - [c59]Christian Stickel, Martin Ebner, Andreas Holzinger:
The XAOS Metric - Understanding Visual Complexity as Measure of Usability. USAB 2010: 278-290 - [c58]Sabine Graf, Kinshuk, Andreas Holzinger:
International Workshop on Enabling User Experience with Future Interactive Learning Systems (UXFUL 2010). USAB 2010: 318-321 - [c57]Marcus D. Bloice, Markus Kreuzthaler, Klaus-Martin Simonic, Andreas Holzinger:
On the Paradigm Shift of Search on Mobile Devices: Some Remarks on User Habits. USAB 2010: 493-496 - [e8]Gerhard Leitner, Martin Hitz, Andreas Holzinger:
HCI in Work and Learning, Life and Leisure - 6th Symposium of the Workgroup Human-Computer Interaction and Usability Engineering, USAB 2010, Klagenfurt, Austria, November 4-5, 2010. Proceedings. Lecture Notes in Computer Science 6389, Springer 2010, ISBN 978-3-642-16606-8 [contents]
2000 – 2009
- 2009
- [j24]Andreas Holzinger, Michael D. Kickmeier-Rust, Siegfried Wassertheurer, Michael Hessinger:
Learning performance with interactive simulations in medical education: Lessons learned from results of learning complex physiological models with the HAEMOdynamics SIMulator. Comput. Educ. 52(2): 292-301 (2009) - [c56]Andreas Holzinger, Michael D. Kickmeier-Rust, Martin Ebner:
Interactive technology for enhancing distributed learning: a study on weblogs. BCS HCI 2009: 309-312 - [c55]Matjaz Debevc, Primoz Kosec, Milan Rotovnik, Andreas Holzinger:
Accessible Multimodal Web Pages with Sign Language Translations for Deaf and Hard of Hearing Users. DEXA Workshops 2009: 279-283 - [c54]Andreas Auinger, Martin Ebner, Dietmar Nedbal, Andreas Holzinger:
Mixing Content and Endless Collaboration - MashUps: Towards Future Personal Learning Environments. HCI (7) 2009: 14-23 - [c53]Martin Ebner, Christian Stickel, Nick Scerbakov, Andreas Holzinger:
A Study on the Compatibility of Ubiquitous Learning (u-Learning) Systems at University Level. HCI (7) 2009: 34-43 - [c52]Andreas Holzinger, Selver Softic, Christian Stickel, Martin Ebner, Matjaz Debevc:
Intuitive E-Teaching by Using Combined HCI Devices: Experiences with Wiimote Applications. HCI (7) 2009: 44-52 - [c51]Christian Stickel, Martin Ebner, Silke Steinbach-Nordmann, Gig Searle, Andreas Holzinger:
Emotion Detection: Application of the Valence Arousal Space for Rapid Biological Usability Testing to Enhance Universal Access. HCI (5) 2009: 615-624 - [c50]Marcus D. Bloice, Franz Wotawa, Andreas Holzinger:
Java's alternatives and the limitations of Java when writing cross-platform applications for mobile devices in the medical domain. ITI 2009: 47-54 - [c49]Christian Stickel, Karin Maier, Martin Ebner, Andreas Holzinger:
The modeling of harmonious color combinations for improved usability and UX. ITI 2009: 323-328 - [c48]Effie Lai-Chong Law, Tim Gamble, Daniel Schwarz, Michael D. Kickmeier-Rust, Andreas Holzinger:
A Mixed-Method Approach on Digital Educational Games for K12: Gender, Attitudes and Performance. USAB 2009: 42-54 - [c47]Andreas Holzinger, Christian Stickel, Markus Fassold, Martin Ebner:
Seeing the System through the End Users' Eyes: Shadow Expert Technique for Evaluating the Consistency of a Learning Management System. USAB 2009: 178-192 - [c46]Zahid Hussain, Wolfgang Slany, Andreas Holzinger:
Investigating Agile User-Centered Design in Practice: A Grounded Theory Perspective. USAB 2009: 279-289 - [c45]Zahid Hussain, Wolfgang Slany, Andreas Holzinger:
Current State of Agile User-Centered Design: A Survey. USAB 2009: 416-427 - [e7]Andreas Holzinger, Klaus Miesenberger:
HCI and Usability for e-Inclusion, 5th Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2009, Linz, Austria, November 9-10, 2009 Proceedings. Lecture Notes in Computer Science 5889, Springer 2009, ISBN 978-3-642-10307-0 [contents] - 2008
- [j23]Christian Stickel, Martin Ebner, Andreas Holzinger:
Useful Oblivion Versus Information Overload in e-Learning Examples in the Context of Wiki Systems. J. Comput. Inf. Technol. 16(4): 271-277 (2008) - [j22]Andreas Holzinger, Werner Emberger, Siegfried Wassertheurer, Lisa Neal:
Design, development and evaluation of online interactive simulation software for learning human genetics. Elektrotech. Informationstechnik 125(5): 190-196 (2008) - [j21]Andreas Holzinger, Michael D. Kickmeier-Rust, Dietrich Albert:
Dynamic Media in Computer Science Education; Content Complexity and Learning Performance: Is Less More? J. Educ. Technol. Soc. 11(1): 279-290 (2008) - [j20]Andreas Holzinger, Regina Geierhofer, Felix Mödritscher, Roland Tatzl:
Semantic Information in Medical Information Systems: Utilization of Text Mining Techniques to Analyze Medical Diagnoses. J. Univers. Comput. Sci. 14(22): 3781-3795 (2008) - [j19]Michael Hessinger, Andreas Holzinger, Daniel Leitner, Siegfried Wassertheurer:
Hemodynamic models for education in physiology. Math. Comput. Simul. 79(4): 1039-1047 (2008) - [j18]Andreas Holzinger:
Universal access to technology-enhanced learning. Univers. Access Inf. Soc. 7(4): 195-197 (2008) - [j17]Martin Ebner, Michael D. Kickmeier-Rust, Andreas Holzinger:
Utilizing Wiki-Systems in higher education classes: a chance for universal access? Univers. Access Inf. Soc. 7(4): 199-207 (2008) - [j16]Thomas Kleinberger, Andreas Holzinger, Paul Müller:
Adaptive multimedia presentations enabling universal access in technology enhanced situational learning. Univers. Access Inf. Soc. 7(4): 223-245 (2008) - [c44]Andreas Holzinger, Harold W. Thimbleby, Russell Beale:
Workshop HCI for medicine and health care (HCI4MED). BCS HCI (2) 2008: 191-192 - [c43]Stephen Brown, Andreas Holzinger:
Low cost prototyping: part 1, or how to produce better ideas faster by getting user reactions early and often. BCS HCI (2) 2008: 213-214 - [c42]Andreas Holzinger, Stephen Brown:
Low cost prototyping: part 2, or how to apply the thinking-aloud method efficiently. BCS HCI (2) 2008: 217-218 - [c41]Andreas Holzinger, Kizito Ssamula Mukasa, Alexander K. Nischelwitzer:
Introduction to the Special Thematic Session: Human-Computer Interaction and Usability for Elderly (HCI4AGING). ICCHP 2008: 18-21 - [c40]Andreas Holzinger, Klaus Schaupp, Walter Eder-Halbedl:
An Investigation on Acceptance of Ubiquitous Devices for the Elderly in a Geriatric Hospital Environment: Using the Example of Person Tracking. ICCHP 2008: 22-29 - [c39]Rüdiger Heimgärtner, Andreas Holzinger, Ray Adams:
From Cultural to Individual Adaptive End-User Interfaces: Helping People with Special Needs. ICCHP 2008: 82-89 - [c38]Andreas Holzinger, Gig Searle, Thomas Kleinberger, Ahmed Seffah, Homa Javahery:
Investigating Usability Metrics for the Design and Development of Applications for the Elderly. ICCHP 2008: 98-105 - [c37]Andreas Holzinger, Martin Höller, Marcus D. Bloice, Berndt Urlesberger:
Typical Problems with Developing Mobile Applications for Health Care - Some Lessons Learned from Developing User-centered Mobile Applications in a Hospital Environment. ICE-B 2008: 235-240 - [c36]Andreas Holzinger, Jürgen Trauner, Stefan Biffl:
Work Lists for the Transport of Patients - A Case for Mobile Applications in Health Care. ICE-B 2008: 454-459 - [c35]Christian Stickel, Andreas Holzinger, Martin Ebner:
Useful oblivion versus Information Overload in e-learning examples in the context of Wiki systems. ITI 2008: 171-176 - [c34]Andreas Holzinger, Martin Höller, Martin Schedlbauer, Berndt Urlesberger:
An investigation of finger versus stylus input in medical scenarios. ITI 2008: 433-438 - [c33]Matjaz Debevc, Primoz Kosec, Andreas Holzinger:
Examples of using technology in teaching Human - Computer Interaction according to the Bologna process. ITI 2008: 489-494 - [c32]Kizito Ssamula Mukasa, Andreas Holzinger, Arthur I. Karshmer:
Workshop on intelligent user interfaces for ambient assisted living. IUI 2008: 436 - [c31]Effie Lai-Chong Law, Michael D. Kickmeier-Rust, Dietrich Albert, Andreas Holzinger:
Challenges in the Development and Evaluation of Immersive Digital Educational Games. USAB 2008: 19-30 - [c30]Klaus Miesenberger, Roland Ossmann, Dominique Archambault, Gig Searle, Andreas Holzinger:
More Than Just a Game: Accessibility in Computer Games. USAB 2008: 247-260 - [e6]Andreas Holzinger:
HCI and Usability for Education and Work, 4th Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2008, Graz, Austria, November 20-21, 2008. Proceedings. Lecture Notes in Computer Science 5298, Springer 2008, ISBN 978-3-540-89349-3 [contents] - 2007
- [j15]Martin Ebner, Andreas Holzinger:
Successful implementation of user-centered game based learning in higher education: An example from civil engineering. Comput. Educ. 49(3): 873-890 (2007) - [j14]Andreas Holzinger:
Efficiency in Learning: Evidence-Based Guidelines to Manage Cognitive Load. J. Educ. Technol. Soc. 10(3): 325-326 (2007) - [j13]Andreas Holzinger, Regina Geierhofer, Maximilian Errath:
Semantische Informationsextraktion in medizinischen Informationssystemen. Inform. Spektrum 30(2): 69-78 (2007) - [j12]Andreas Holzinger, Maximilian Errath:
Mobile computer Web-application design in medicine: some research based guidelines. Univers. Access Inf. Soc. 6(1): 31-41 (2007) - [c29]Thomas Kleinberger, Martin Becker, Eric Ras, Andreas Holzinger, Paul Müller:
Ambient Intelligence in Assisted Living: Enable Elderly People to Handle Future Interfaces. HCI (6) 2007: 103-112 - [c28]Thomas Memmel, Harald Reiterer, Andreas Holzinger:
Agile Methods and Visual Specification in Software Development: A Chance to Ensure Universal Access. HCI (5) 2007: 453-462 - [c27]Johannes Christian, Horst Krieger, Andreas Holzinger, Reinhold Behringer:
Virtual and Mixed Reality Interfaces for e-Training: Examples of Applications in Light Aircraft Maintenance. HCI (7) 2007: 520-529 - [c26]Martin Ebner, Andreas Holzinger, Hermann A. Maurer:
Web 2.0 Technology: Future Interfaces for Technology Enhanced Learning? HCI (7) 2007: 559-568 - [c25]Alexander K. Nischelwitzer, Franz-Josef Lenz, Gig Searle, Andreas Holzinger:
Some Aspects of the Development of Low-Cost Augmented Reality Learning Environments as Examples for Future Interfaces in Technology Enhanced Learning. HCI (7) 2007: 728-737 - [c24]Christian Stickel, Josef Fink, Andreas Holzinger:
Enhancing Universal Access - EEG Based Learnability Assessment. HCI (7) 2007: 813-822 - [c23]Andreas Holzinger, Gig Searle, Alexander K. Nischelwitzer:
On Some Aspects of Improving Mobile Applications for the Elderly. HCI (5) 2007: 923-932 - [c22]Alexander K. Nischelwitzer, Klaus Pintoffl, Christina Loss, Andreas Holzinger:
Design and Development of a Mobile Medical Application for the Management of Chronic Diseases: Methods of Improved Data Input for Older People. USAB 2007: 119-132 - [c21]Marco Wiltgen, Andreas Holzinger, Gernot P. Tilz:
Interactive Analysis and Visualization of Macromolecular Interfaces between Proteins. USAB 2007: 199-212 - [c20]Daniel Leitner, Siegfried Wassertheurer, Michael Hessinger, Andreas Holzinger, Felix Breitenecker:
Modeling Elastic Vessels with the LBGK Method in Three Dimensions. USAB 2007: 213-226 - [c19]Reinhold Behringer, Johannes Christian, Andreas Holzinger, Steve Wilkinson:
Some Usability Issues of Augmented and Mixed Reality for e-Health Applications in the Medical Domain. USAB 2007: 255-266 - [c18]Regina Geierhofer, Andreas Holzinger:
The Evaluation of Semantic Tools to Support Physicians in the Extraction of Diagnosis Codes. USAB 2007: 403-408 - [e5]Andreas Holzinger:
HCI and Usability for Medicine and Health Care, Third Symposium of the Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society, USAB 2007, Graz, Austria, November, 22, 2007, Proceedings. Lecture Notes in Computer Science 4799, Springer 2007, ISBN 978-3-540-76804-3 [contents] - 2006
- [j11]Andreas Holzinger:
New Computing in Medical Informatics and Health Care: Editorial to the Special Edition. Elektrotech. Informationstechnik 123(4): 111 (2006) - [j10]Marco Wiltgen, Andreas Holzinger, Reinhard Groell, Gerald Wolf, Walter Habermann:
Usability of image fusion: optimal opacification of vessels and squamous cell carcinoma in CT scans. Elektrotech. Informationstechnik 123(4): 144-147 (2006) - [j9]Daniel Leitner, Siegfried Wassertheurer, Michael Hessinger, Andreas Holzinger:
A Lattice Boltzmann Model for pulsative blood flow in elastic vessels. Elektrotech. Informationstechnik 123(4): 152-155 (2006) - [j8]Edgar R. Weippl, Andreas Holzinger, A Min Tjoa:
Security aspects of ubiquitous computing in healthcare. Elektrotech. Informationstechnik 123(4): 156-161 (2006) - [j7]Andreas Holzinger, Wolfgang Slany:
XP + UE -> XU Praktische Erfahrungen mit eXtreme Usability. Inform. Spektrum 29(2): 91-97 (2006) - [c17]Andreas Holzinger, Peter Sammer, Rainer Hofmann-Wellenhof:
Mobile Computing in Medicine: Designing Mobile Questionnaires for Elderly and Partially Sighted People. ICCHP 2006: 732-739 - [c16]Andreas Holzinger, Alexander K. Nischelwitzer:
People with Motor and Mobility Impairment: Innovative Multimodal Interfaces to Wheelchairs. ICCHP 2006: 989-991 - [c15]Alexander K. Nischelwitzer, Bernd Sproger, Michael Mahr, Andreas Holzinger:
MediaWheelie - A Best Practice Example for Research in Multimodal User Interfaces (MUIs). ICCHP 2006: 999-1005 - [c14]Andreas Holzinger, Regina Geierhofer, Gig Searle:
Biometrical Signatures in Practice: A challenge for improving Human-Computer Interaction in Clinical Workflows. MuC 2006: 339-347 - [c13]Michael D. Kickmeier-Rust, Martin Ebner, Andreas Holzinger:
Wikis: Do They Need Usability Engineering? USAB 2006: 137-144 - [e4]Margit Pohl, Andreas Holzinger, Renate Motschnig, Christian Swertz:
USAB 2006, Interdisciplinary Aspects on Digital Media & Education, Proceedings of the 2nd Symposium of the WG HCI&UE of the Austrian Computer Society, 23 November 2006, Vienna, Austria. books@ocg.at, Austrian Computer Society 2006, ISBN 3-85403-213-7 [contents] - 2005
- [j6]Andreas Holzinger:
Usability engineering methods for software developers. Commun. ACM 48(1): 71-74 (2005) - [j5]Andreas Holzinger:
Technology Enhanced Learning (TEL): Editorial to the Special Edition Technology Enhanced Learning (TEL). Elektrotech. Informationstechnik 122(12): 472 (2005) - [j4]Andreas Holzinger, Alexander K. Nischelwitzer, Matthias Meisenberger:
Lifelong-learning support by m-learning: example scenarios. eLearn Mag. 2005(11): 2 (2005) - [j3]Martin Ebner, Andreas Holzinger:
Lurking: An Underestimated Human-Computer Phenomenon. IEEE Multim. 12(4): 70-75 (2005) - [c12]Andreas Holzinger, Klaus Schwaberger, Matthias Weitlaner:
Ubiquitous Computing for Hospital Applications: RFID-Applications to Enable Research in Real-Life Environments. COMPSAC (2) 2005: 19-20 - [c11]Andreas Holzinger, Maximilian Errath, Gig Searle, Bettina Thurnher, Wolfgang Slany:
From Extreme Programming and Usability Engineering to Extreme Usability in Software Engineering Education (XP+UE->XU). COMPSAC (2) 2005: 169-172 - [c10]Bettina Thurnher, Karl-Heinz Weidmann, Guido Kempter, Andreas Holzinger, Keith Andrews, Manfred Tscheligi, Dorothea Erharter, Christian Stary, Peter Purgathofer, Konrad Baumann, Alexander K. Nischelwitzer:
HCI-Ausbildung in Österreich - ein Überblick. UP 2005: 62-66 - [c9]Andreas Holzinger, Alexander K. Nischelwitzer, Matthias Meisenberger:
Mobile Phones as a Challenge for m-Learning: Examples for Mobile Interactive Learning Objects (MILOs). PerCom Workshops 2005: 307-311 - [c8]Rüdiger Heimgärtner, Andreas Holzinger:
Towards Cross-Cultural Adaptive Driver Navigation Systems. Usability Symposium 2005: 53-68 - [c7]Andreas Holzinger, Hubert Leitner:
Lessons from Real-Life Usability Engineering in Hospital: From Software Usability to Total Workplace Usability. Usability Symposium 2005: 153-160 - [e3]Andreas Holzinger, Karl-Heinz Weidmann:
Empowering Software Quality: How can Usability Engineering reach these goals? 1st Usability Symposium, HCI&UE Workgroup, Vienna, Austria, 8 November 2005. books@ocg.at 198, Austrian Computer Society 2005, ISBN 3-85403-198-X [contents] - 2004
- [j2]Andreas Holzinger:
Rapid Prototyping for a Virtual Medical Campus Interface. IEEE Softw. 21(1): 92-99 (2004) - [c6]Andreas Holzinger, Maximilian Errath:
Designing Web-Applications for Mobile Computers: Experiences with Applications to Medicine. User Interfaces for All 2004: 262-267 - 2003
- [c5]Andreas Holzinger, Ingemar Wascher, Christian Steinmann:
Design and Development of a LO-Editor for the Virtual Medical Campus Graz. DeLFI 2003: 440-449 - [c4]Andreas Holzinger, Martin Ebner:
Interaction and Usability of Simulations & Animations: A Case Study of the Flash Technology. INTERACT 2003 - 2002
- [j1]Renate Motschnig-Pitrik, Andreas Holzinger:
Student-Centered Teaching Meets New Media: Concept and Case Study. J. Educ. Technol. Soc. 5(4) (2002) - [c3]Andreas Holzinger:
User-Centered Interface Design for Disabled and Elderly People: First Experiences with Designing a Patient Communication System (PACOSY). ICCHP 2002: 33-40 - [c2]Andreas Holzinger:
Finger Instead of Mouse: Touch Screens as a Means of Enhancing Universal Access. User Interfaces for All 2002: 387-397 - 2001
- [c1]Thomas Kleinberger, Andreas Holzinger, Klaus Tochtermann, Paul Müller:
Workflow Support for Multimedia Learning Objects. WebNet 2001: 700-705 - [e2]Andreas Holzinger:
Mensch-Computer Interktion (MCI) im 21. Jahrhundert / Human-Computer Interaction (HCI) in the 21st Century, Proceedings of a Symposium, January, 16, 2001 at Graz University of Technology. books@ocg.at 151, Austrian Computer Society 2001, ISBN 3-85403-151-3 [contents] - 2000
- [e1]Günther Gell, Andreas Holzinger, Marco Wiltgen:
From PACS to Internet/Intranet, Information Systems, Multimedia and Telemedicine, Proceeding of the 18th international EuroPACS Conference, Graz, Austria, 21-23 September 2000. books@ocg.at 144, Austrian Computer Society 2000, ISBN 3-85403-144-0 [contents]
Coauthor Index
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