Luís Paulo F. Garcia

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Creator: Schloss Dagstuhl - Leibniz Center for Informatics
Published: 1993
License: https://creativecommons.org/publicdomain/zero/1.0/
Keywords: dblp, XML, computer science, scholarly publications, metadata

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Publications

2024
[j15]
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Pedro B. Pio, Adriano Rivolli, André C. P. L. F. de Carvalho, Luís Paulo F. Garcia:
A review on preprocessing algorithm selection with meta-learning. Knowl. Inf. Syst. 66(1): 1-28 (2024)
2023
[j13]
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  - journals/isci/PereiraSGUVC23
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Gean Trindade Pereira, Iury Batista de Andrade Santos, Luís Paulo F. Garcia, Thierry Urruty, Muriel Visani, André C. P. L. F. de Carvalho:
Neural architecture search with interpretable meta-features and fast predictors. Inf. Sci. 649: 119642 (2023)
[c14]
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  - conf/hais/MeloCLG23
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Fernanda A. Melo, André C. P. L. F. de Carvalho, Ana Carolina Lorena, Luís Paulo F. Garcia:
Model Performance Prediction: A Meta-Learning Approach for Concept Drift Detection. HAIS 2023: 51-62
[c13]
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  - conf/hais/ChavesRG23
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Rubens Marques Chaves, André Luis Debiaso Rossi, Luís Paulo Faina Garcia:
Financial Distress Prediction in an Imbalanced Data Stream Environment. HAIS 2023: 168-179
2022
[j12]
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  - journals/kbs/RivolliGSVC22
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Adriano Rivolli, Luís Paulo F. Garcia, Carlos Soares, Joaquin Vanschoren, André C. P. L. F. de Carvalho:
Meta-features for meta-learning. Knowl. Based Syst. 240: 108101 (2022)
2021
[j11]
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  - journals/is/OliveiraFSGML21
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Italo Lopes Oliveira, Renato Fileto, René Speck, Luís Paulo F. Garcia, Diego Moussallem, Jens Lehmann:
Towards holistic Entity Linking: Survey and directions. Inf. Syst. 95: 101624 (2021)
[j10]
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Victor H. Barella, Luís Paulo F. Garcia, Marcilio C. P. de Souto, Ana Carolina Lorena, André C. P. L. F. de Carvalho:
Assessing the data complexity of imbalanced datasets. Inf. Sci. 553: 83-109 (2021)
[c12]
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  - conf/bracis/GarciaCRRC21
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Luís Paulo F. Garcia, Felipe Campelo, Guilherme Novaes Ramos, Adriano Rivolli, André C. P. L. F. de Carvalho:
Evaluating Clustering Meta-features for Classifier Recommendation. BRACIS (1) 2021: 453-467
[c11]
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  - conf/iwann/RivolliGLC21
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Adriano Rivolli, Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. de Carvalho:
A Study of the Correlation of Metafeatures Used for Metalearning. IWANN (1) 2021: 471-483
2020
[j9]
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  - journals/ida/GarciaRALC20
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Luís Paulo F. Garcia, Adriano Rivolli, Edesio Alcobaça, Ana Carolina Lorena, André C. P. L. F. de Carvalho:
Boosting meta-learning with simulated data complexity measures. Intell. Data Anal. 24(5): 1011-1028 (2020)
[j8]
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Edesio Alcobaça, Felipe Siqueira, Adriano Rivolli, Luís Paulo F. Garcia, Jefferson Tales Oliva, André C. P. L. F. de Carvalho:
MFE: Towards reproducible meta-feature extraction. J. Mach. Learn. Res. 21: 111:1-111:5 (2020)
[c10]
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Victor H. Barella, Luís Paulo F. Garcia, André C. P. L. F. de Carvalho:
Simulating Complexity Measures on Imbalanced Datasets. BRACIS (2) 2020: 498-512
[c9]
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  - conf/iceis/OliveiraMGF20
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Italo Lopes Oliveira, Diego Moussallem, Luís Paulo Faina Garcia, Renato Fileto:
OPTIC: A Deep Neural Network Approach for Entity Linking using Word and Knowledge Embeddings. ICEIS (1) 2020: 315-326
[c8]
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  - conf/icpr/SaRBG20
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Jáder M. C. de Sá, André L. D. Rossi, Gustavo E. A. P. A. Batista, Luís Paulo F. Garcia:
Algorithm Recommendation for Data Streams. ICPR 2020: 6073-6080
2019
[j7]
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  - journals/csur/LorenaGLSH19
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Ana Carolina Lorena, Luís Paulo F. Garcia, Jens Lehmann, Marcílio Carlos Pereira de Souto, Tin Kam Ho:
How Complex Is Your Classification Problem?: A Survey on Measuring Classification Complexity. ACM Comput. Surv. 52(5): 107:1-107:34 (2019)
[j6]
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  - journals/kbs/GarciaLCL19
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Luís Paulo F. Garcia, Jens Lehmann, André C. P. L. F. de Carvalho, Ana Carolina Lorena:
New label noise injection methods for the evaluation of noise filters. Knowl. Based Syst. 163: 693-704 (2019)
[c7]
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Victor H. Barella, Luís Paulo F. Garcia, André C. P. L. F. de Carvalho:
The Influence of Sampling on Imbalanced Data Classification. BRACIS 2019: 210-215
2018
[c6]
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  - conf/icpr/GarciaLSH18
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Luís Paulo F. Garcia, Ana Carolina Lorena, Marcilio C. P. de Souto, Tin Kam Ho:
Classifier Recommendation Using Data Complexity Measures. ICPR 2018: 874-879
[c5]
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Victor H. Barella, Luís Paulo F. Garcia, Marcilio C. P. de Souto, Ana Carolina Lorena, André C. P. L. F. de Carvalho:
Data Complexity Measures for Imbalanced Classification Tasks. IJCNN 2018: 1-8
[i2]
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  - electronic edition @ arxiv.org (open access)
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  - journals/corr/abs-1808-03591
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Ana Carolina Lorena, Luís Paulo F. Garcia, Jens Lehmann, Marcilio C. P. de Souto, Tin Kam Ho:
How Complex is your classification problem? A survey on measuring classification complexity. CoRR abs/1808.03591 (2018)
[i1]
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  - journals/corr/abs-1808-10406
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Adriano Rivolli, Luís Paulo F. Garcia, Carlos Soares, Joaquin Vanschoren, André C. P. L. F. de Carvalho:
Towards Reproducible Empirical Research in Meta-Learning. CoRR abs/1808.10406 (2018)
2017
[j5]
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  - journals/rjour/MoralesLGLCH17
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Pablo Morales-Álvarez, Julián Luengo, Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. de Carvalho, Francisco Herrera:
The NoiseFiltersR Package: Label Noise Preprocessing in R. R J. 9(1): 219 (2017)
2016
[j4]
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  - journals/datamine/GarciaLMC16
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Luís Paulo F. Garcia, Ana Carolina Lorena, Stan Matwin, André Carlos Ponce de Leon Ferreira de Carvalho:
Ensembles of label noise filters: a ranking approach. Data Min. Knowl. Discov. 30(5): 1192-1216 (2016)
[j3]
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  - journals/ijon/GarciaCL16
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Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena:
Noise detection in the meta-learning level. Neurocomputing 176: 14-25 (2016)
2015
[j2]
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  - journals/ijon/GarciaCL15
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Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena:
Effect of label noise in the complexity of classification problems. Neurocomputing 160: 108-119 (2015)
[j1]
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  - journals/kbs/GarciaSLLCH15
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Luís Paulo F. Garcia, José A. Sáez, Julián Luengo, Ana Carolina Lorena, André C. P. L. F. de Carvalho, Francisco Herrera:
Using the One-vs-One decomposition to improve the performance of class noise filters via an aggregation strategy in multi-class classification problems. Knowl. Based Syst. 90: 153-164 (2015)
[c4]
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  - conf/bracis/LorenaGC15
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Ana Carolina Lorena, Luís Paulo Faina Garcia, André C. P. L. F. de Carvalho:
Adapting Noise Filters for Ranking. BRACIS 2015: 299-304
2013
[c3]
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  - conf/hais/GarciaCL13
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Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena:
Noisy Data Set Identification. HAIS 2013: 629-638
2012
[c2]
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  - conf/sbrn/GarciaLC12
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Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. de Carvalho:
A Study on Class Noise Detection and Elimination. SBRN 2012: 13-18
2009
[c1]
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  - conf/hais/MirandaGCL09
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André L. B. Miranda, Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena:
Use of Classification Algorithms in Noise Detection and Elimination. HAIS 2009: 417-424

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