Dr. Luís Paulo F. Garcia

Dr. Luís Paulo F. Garcia left SDA. The profile below reflects the status at the point of his departure and is no longer updated.

Senior Researcher
Agile Knowledge Engineering and Semantic Web (AKSW)
University of Leipzig

Profiles: DBLP, Google Scholar, Github

Room P635
Augustusplatz 10, 04109 Leipzig

Short CV


Dr. Luís Paulo F. Garcia is a Senior Researcher at the University of Leipzig. Luís’s research interests are in the area of Data Mining and Machine Learning

Research Interests


  • Big Data
  • Data Mining
  • Machine Learning

Publications

2022

Rivolli, Adriano; Garcia, Lu'is Paulo F.; Soares, Carlos; Vanschoren, Joaquin; de Carvalho, André C. P. L. F.

Meta-features for meta-learning Journal Article

In: Knowl. Based Syst., vol. 240, pp. 108101, 2022.

Links | BibTeX

2021

Garcia, Lu'is Paulo F.; Campelo, Felipe; Ramos, Guilherme N.; Rivolli, Adriano; de Carvalho, André C. P. L. F.

Evaluating Clustering Meta-features for Classifier Recommendation Inproceedings

In: Intelligent Systems - 10th Brazilian Conference, BRACIS 2021, Virtual Event, November 29 - December 3, 2021, Proceedings, Part I, pp. 453–467, Springer, 2021.

Links | BibTeX

Rivolli, Adriano; Garcia, Lu'is Paulo F.; Lorena, Ana Carolina; de Carvalho, André C. P. L. F.

A Study of the Correlation of Metafeatures Used for Metalearning Inproceedings

In: Advances in Computational Intelligence - 16th International Work-Conference on Artificial Neural Networks, IWANN 2021, Virtual Event, June 16-18, 2021, Proceedings, Part I, pp. 471–483, Springer, 2021.

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Oliveira, Italo Lopes; Fileto, Renato; Speck, René; Garcia, Lu'is Paulo F.; Moussallem, Diego; Lehmann, Jens

Towards holistic Entity Linking: Survey and directions Journal Article

In: Inf. Syst., vol. 95, pp. 101624, 2021.

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Barella, Victor H.; Garcia, Lu'is Paulo F.; de Souto, Marcilio C. P.; Lorena, Ana Carolina; de Carvalho, André C. P. L. F.

Assessing the data complexity of imbalanced datasets Journal Article

In: Inf. Sci., vol. 553, pp. 83–109, 2021.

Links | BibTeX

2020

Barella, Victor H.; Garcia, Lu'is Paulo F.; de Carvalho, André C. P. L. F.

Simulating Complexity Measures on Imbalanced Datasets Inproceedings

In: Intelligent Systems - 9th Brazilian Conference, BRACIS 2020, Rio Grande, Brazil, October 20-23, 2020, Proceedings, Part II, pp. 498–512, Springer, 2020.

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Oliveira, Italo Lopes; Moussallem, Diego; Garcia, Lu'is Paulo Faina; Fileto, Renato

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

In: Proceedings of the 22nd International Conference on Enterprise Information Systems, ICEIS 2020, Prague, Czech Republic, May 5-7, 2020, Volume 1, pp. 315–326, SCITEPRESS, 2020.

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de Sá, Jáder M. C.; Rossi, André L. D.; Batista, Gustavo E. A. P. A.; Garcia, Lu'is Paulo F.

Algorithm Recommendation for Data Streams Inproceedings

In: 25th International Conference on Pattern Recognition, ICPR 2020, Virtual Event / Milan, Italy, January 10-15, 2021, pp. 6073–6080, IEEE, 2020.

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Garcia, Lu'is Paulo F.; Rivolli, Adriano; ca, Edesio Alcobac; Lorena, Ana Carolina; de Carvalho, André C. P. L. F.

Boosting meta-learning with simulated data complexity measures Journal Article

In: Intell. Data Anal., vol. 24, no. 5, pp. 1011–1028, 2020.

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ca, Edesio Alcobac; Siqueira, Felipe; Rivolli, Adriano; Garcia, Lu'is Paulo F.; Oliva, Jefferson Tales; de Carvalho, André C. P. L. F.

MFE: Towards reproducible meta-feature extraction Journal Article

In: J. Mach. Learn. Res., vol. 21, pp. 111:1–111:5, 2020.

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2019

Barella, Victor H.; Garcia, Lu'is Paulo F.; de Carvalho, André C. P. L. F.

The Influence of Sampling on Imbalanced Data Classification Inproceedings

In: 8th Brazilian Conference on Intelligent Systems, BRACIS 2019, Salvador, Brazil, October 15-18, 2019, pp. 210–215, IEEE, 2019.

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Lorena, Ana Carolina; Garcia, Lu'is Paulo F.; Lehmann, Jens; de Souto, Marc'ilio Carlos Pereira; Ho, Tin Kam

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

In: ACM Comput. Surv., vol. 52, no. 5, pp. 107:1–107:34, 2019.

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Garcia, Lu'is Paulo F.; Lehmann, Jens; de Carvalho, André C. P. L. F.; Lorena, Ana Carolina

New label noise injection methods for the evaluation of noise filters Journal Article

In: Knowl. Based Syst., vol. 163, pp. 693–704, 2019.

Links | BibTeX

2018

Garcia, Lu'is Paulo F.; Lorena, Ana Carolina; de Souto, Marcilio C. P.; Ho, Tin Kam

Classifier Recommendation Using Data Complexity Measures Inproceedings

In: 24th International Conference on Pattern Recognition, ICPR 2018, Beijing, China, August 20-24, 2018, pp. 874–879, IEEE Computer Society, 2018.

Links | BibTeX

Barella, Victor H.; Garcia, Lu'is Paulo F.; de Souto, Marcilio C. P.; Lorena, Ana Carolina; de Carvalho, André C. P. L. F.

Data Complexity Measures for Imbalanced Classification Tasks Inproceedings

In: 2018 International Joint Conference on Neural Networks, IJCNN 2018, Rio de Janeiro, Brazil, July 8-13, 2018, pp. 1–8, IEEE, 2018.

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2017

Morales, Pablo; Luengo, Julián; Garcia, Lu'is Paulo F.; Lorena, Ana Carolina; de Carvalho, André C. P. L. F.; Herrera, Francisco

The NoiseFiltersR Package: Label Noise Preprocessing in R Journal Article

In: R J., vol. 9, no. 1, pp. 219, 2017.

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2016

Garcia, Lu'is Paulo F.; Lorena, Ana Carolina; Matwin, Stan; de Leon Ferreira de Carvalho, André Carlos Ponce

Ensembles of label noise filters: a ranking approach Journal Article

In: Data Min. Knowl. Discov., vol. 30, no. 5, pp. 1192–1216, 2016.

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Garcia, Lu'is Paulo F.; de Carvalho, André C. P. L. F.; Lorena, Ana Carolina

Noise detection in the meta-learning level Journal Article

In: Neurocomputing, vol. 176, pp. 14–25, 2016.

Links | BibTeX

Garcia, Lu'is Paulo Faina

Detecc c~ao de ru'idos em problemas de classificac c~ao PhD Thesis

University of S~ao Paulo, Brazil, 2016.

Links | BibTeX

Garcia, Lu'is Paulo Faina

Detecc c~ao de ru'idos em problemas de classificac c~ao PhD Thesis

University of S~ao Paulo, Brazil, 2016.

Links | BibTeX

2015

Lorena, Ana Carolina; Garcia, Lu'is Paulo Faina; de Carvalho, André C. P. L. F.

Adapting Noise Filters for Ranking Inproceedings

In: 2015 Brazilian Conference on Intelligent Systems, BRACIS 2015, Natal, Brazil, November 4-7, 2015, pp. 299–304, IEEE Computer Society, 2015.

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Garcia, Lu'is Paulo F.; de Carvalho, André C. P. L. F.; Lorena, Ana Carolina

Effect of label noise in the complexity of classification problems Journal Article

In: Neurocomputing, vol. 160, pp. 108–119, 2015.

Links | BibTeX

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

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

In: Knowl. Based Syst., vol. 90, pp. 153–164, 2015.

Links | BibTeX

2013

Garcia, Lu'is Paulo F.; de Carvalho, André C. P. L. F.; Lorena, Ana Carolina

Noisy Data Set Identification Inproceedings

In: Hybrid Artificial Intelligent Systems - 8th International Conference, HAIS 2013, Salamanca, Spain, September 11-13, 2013. Proceedings, pp. 629–638, Springer, 2013.

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2012

Garcia, Lu'is Paulo F.; Lorena, Ana Carolina; de Carvalho, André C. P. L. F.

A Study on Class Noise Detection and Elimination Inproceedings

In: 2012 Brazilian Symposium on Neural Networks, Curitiba, Paraná, Brazil, October 20-25, 2012, pp. 13–18, IEEE Computer Society, 2012.

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2009

Miranda, André L. B.; Garcia, Lu'is Paulo F.; de Carvalho, André C. P. L. F.; Lorena, Ana Carolina

Use of Classification Algorithms in Noise Detection and Elimination Inproceedings

In: Hybrid Artificial Intelligence Systems, 4th International Conference, HAIS 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, pp. 417–424, Springer, 2009.

Links | BibTeX