Luís Paulo F. Garcia

According to our database, Luís Paulo F. Garcia authored at least 32 papers between 2009 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

A review on preprocessing algorithm selection with meta-learning.

Pedro B. Pio, Adriano Rivolli, André C. P. L. F. de Carvalho, Luís Paulo F. Garcia

Knowl. Inf. Syst., January, 2024

2023

Neural architecture search with interpretable meta-features and fast predictors.

Gean Trindade Pereira, Iury Batista de Andrade Santos, Luís Paulo F. Garcia, Thierry Urruty, Muriel Visani, André C. P. L. F. de Carvalho

Inf. Sci., November, 2023

Applying One-Class Algorithms for Data Stream-Based Insider Threat Detection.

Rafael Bruno Peccatiello, João José Costa Gondim, Luís Paulo Faina Garcia

IEEE Access, 2023

Model Performance Prediction: A Meta-Learning Approach for Concept Drift Detection.

Fernanda A. Melo, André C. P. L. F. de Carvalho, Ana Carolina Lorena, Luís Paulo F. Garcia

Proceedings of the Hybrid Artificial Intelligent Systems - 18th International Conference, 2023

Financial Distress Prediction in an Imbalanced Data Stream Environment.

Rubens Marques Chaves, André Luis Debiaso Rossi, Luís Paulo Faina Garcia

Proceedings of the Hybrid Artificial Intelligent Systems - 18th International Conference, 2023

2022

Meta-features for meta-learning.

Adriano Rivolli, Luís Paulo F. Garcia, Carlos Soares, Joaquin Vanschoren, André C. P. L. F. de Carvalho

Knowl. Based Syst., 2022

2021

Assessing the data complexity of imbalanced datasets.

Victor H. Barella, Luís Paulo F. Garcia, Marcilio C. P. de Souto, Ana Carolina Lorena, André C. P. L. F. de Carvalho

Inf. Sci., 2021

Towards holistic Entity Linking: Survey and directions.

Italo Lopes Oliveira, Renato Fileto, René Speck, Luís Paulo F. Garcia, Diego Moussallem, Jens Lehmann

Inf. Syst., 2021

An Anomaly-based Multi-class Classifier for Network Intrusion Detection.

Manuela M. C. de Souza, Camila F. T. Pontes, João J. C. Gondim, Luís Paulo F. Garcia, Luiz A. DaSilva, Marcelo Antonio Marotta

CoRR, 2021

A Study of the Correlation of Metafeatures Used for Metalearning.

Adriano Rivolli, Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. de Carvalho

Proceedings of the Advances in Computational Intelligence, 2021

Evaluating Clustering Meta-features for Classifier Recommendation.

Luís Paulo F. Garcia, Felipe Campelo, Guilherme Novaes Ramos, Adriano Rivolli, André C. P. L. F. de Carvalho

Proceedings of the Intelligent Systems - 10th Brazilian Conference, 2021

2020

MFE: Towards reproducible meta-feature extraction.

Edesio Alcobaça, Felipe Siqueira, Adriano Rivolli, Luís Paulo F. Garcia, Jefferson Tales Oliva, André C. P. L. F. de Carvalho

J. Mach. Learn. Res., 2020

Boosting meta-learning with simulated data complexity measures.

Luís Paulo F. Garcia, Adriano Rivolli, Edesio Alcobaça, Ana Carolina Lorena, André C. P. L. F. de Carvalho

Intell. Data Anal., 2020

Algorithm Recommendation for Data Streams.

Jáder M. C. de Sá, André L. D. Rossi, Gustavo E. A. P. A. Batista, Luís Paulo F. Garcia

Proceedings of the 25th International Conference on Pattern Recognition, 2020

OPTIC: A Deep Neural Network Approach for Entity Linking using Word and Knowledge Embeddings.

Italo Lopes Oliveira, Diego Moussallem, Luís Paulo Faina Garcia, Renato Fileto

Proceedings of the 22nd International Conference on Enterprise Information Systems, 2020

Simulating Complexity Measures on Imbalanced Datasets.

Victor H. Barella, Luís Paulo F. Garcia, André C. P. L. F. de Carvalho

Proceedings of the Intelligent Systems - 9th Brazilian Conference, 2020

2019

New label noise injection methods for the evaluation of noise filters.

Luís Paulo F. Garcia, Jens Lehmann, André C. P. L. F. de Carvalho, Ana Carolina Lorena

Knowl. Based Syst., 2019

How Complex Is Your Classification Problem?: A Survey on Measuring Classification Complexity.

Ana Carolina Lorena, Luís Paulo F. Garcia, Jens Lehmann, Marcílio Carlos Pereira de Souto, Tin Kam Ho

ACM Comput. Surv., 2019

The Influence of Sampling on Imbalanced Data Classification.

Victor H. Barella, Luís Paulo F. Garcia, André C. P. L. F. de Carvalho

Proceedings of the 8th Brazilian Conference on Intelligent Systems, 2019

2018

Towards Reproducible Empirical Research in Meta-Learning.

Adriano Rivolli, Luís Paulo F. Garcia, Carlos Soares, Joaquin Vanschoren, André C. P. L. F. de Carvalho

CoRR, 2018

Data Complexity Measures for Imbalanced Classification Tasks.

Victor H. Barella, Luís Paulo F. Garcia, Marcilio C. P. de Souto, Ana Carolina Lorena, André C. P. L. F. de Carvalho

Proceedings of the 2018 International Joint Conference on Neural Networks, 2018

Classifier Recommendation Using Data Complexity Measures.

Luís Paulo F. Garcia, Ana Carolina Lorena, Marcilio C. P. de Souto, Tin Kam Ho

Proceedings of the 24th International Conference on Pattern Recognition, 2018

2017

The NoiseFiltersR Package: Label Noise Preprocessing in R.

Pablo Morales-Álvarez, Julián Luengo, Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. de Carvalho, Francisco Herrera

R J., 2017

2016

Detecção de ruídos em problemas de classificação.

Luís Paulo Faina Garcia

PhD thesis, 2016

Noise detection in the meta-learning level.

Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena

Neurocomputing, 2016

Ensembles of label noise filters: a ranking approach.

Luís Paulo F. Garcia, Ana Carolina Lorena, Stan Matwin, André Carlos Ponce de Leon Ferreira de Carvalho

Data Min. Knowl. Discov., 2016

2015

Using the One-vs-One decomposition to improve the performance of class noise filters via an aggregation strategy in multi-class classification problems.

Luís Paulo F. Garcia, José A. Sáez, Julián Luengo, Ana Carolina Lorena, André C. P. L. F. de Carvalho, Francisco Herrera

Knowl. Based Syst., 2015

Effect of label noise in the complexity of classification problems.

Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena

Neurocomputing, 2015

Adapting Noise Filters for Ranking.

Ana Carolina Lorena, Luís Paulo Faina Garcia, André C. P. L. F. de Carvalho

Proceedings of the 2015 Brazilian Conference on Intelligent Systems, 2015

2013

Noisy Data Set Identification.

Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena

Proceedings of the Hybrid Artificial Intelligent Systems - 8th International Conference, 2013

2012

A Study on Class Noise Detection and Elimination.

Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. de Carvalho

Proceedings of the 2012 Brazilian Symposium on Neural Networks, 2012

2009

Use of Classification Algorithms in Noise Detection and Elimination.

André L. B. Miranda, Luís Paulo F. Garcia, André C. P. L. F. de Carvalho, Ana Carolina Lorena

Proceedings of the Hybrid Artificial Intelligence Systems, 4th International Conference, 2009