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

Profiles: DBLP, Google Scholar, Github

Augustusplatz 10, Room P635, 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


2016

  • L. P. F. Garcia, A. C. Lorena, S. Matwin, and A. C. P. L. F. de de Carvalho, “Ensembles of label noise filters: a ranking approach,” Data Min. Knowl. Discov., vol. 30, iss. 5, pp. 1192-1216, 2016. doi:10.1007/s10618-016-0475-9
    [BibTeX]
    @Article{journals/datamine/GarciaLMC16,
    Title = {Ensembles of label noise filters: a ranking approach},
    Author = {Lu{\'{\i}}s Paulo F. Garcia and Ana Carolina Lorena and Stan Matwin and Andr{\'{e}} Carlos Ponce de Leon Ferreira de Carvalho},
    Journal = {Data Min. Knowl. Discov.},
    Year = {2016},
    Number = {5},
    Pages = {1192--1216},
    Volume = {30},
    Doi = {10.1007/s10618-016-0475-9},
    Keywords = {lpfgarcia}
    }

  • L. P. F. Garcia, A. C. P. L. F. de Carvalho, and A. C. Lorena, “Noise detection in the meta-learning level,” Neurocomputing, vol. 176, pp. 14-25, 2016. doi:10.1016/j.neucom.2014.12.100
    [BibTeX]
    @Article{journals/ijon/GarciaCL16,
    Title = {Noise detection in the meta-learning level},
    Author = {Lu{\'{\i}}s Paulo F. Garcia and Andr{\'{e}} C. P. L. F. de Carvalho and Ana Carolina Lorena},
    Journal = {Neurocomputing},
    Year = {2016},
    Pages = {14--25},
    Volume = {176},
    Doi = {10.1016/j.neucom.2014.12.100},
    Keywords = {lpfgarcia}
    }

2015

  • A. C. Lorena, L. P. F. Garcia, and A. C. P. L. F. de Carvalho, “Adapting Noise Filters for Ranking,” in 2015 Brazilian Conference on Intelligent Systems, BRACIS 2015, Natal, Brazil, November 4-7, 2015, 2015, pp. 299-304. doi:10.1109/BRACIS.2015.58
    [BibTeX]
    @InProceedings{conf/bracis/LorenaGC15,
    Title = {Adapting Noise Filters for Ranking},
    Author = {Ana Carolina Lorena and Lu{\'{\i}}s Paulo Faina Garcia and Andr{\'{e}} C. P. L. F. de Carvalho},
    Booktitle = {2015 Brazilian Conference on Intelligent Systems, {BRACIS} 2015, Natal, Brazil, November 4-7, 2015},
    Year = {2015},
    Pages = {299--304},
    Doi = {10.1109/BRACIS.2015.58},
    Keywords = {lpfgarcia}
    }

  • L. P. F. Garcia, J. A. Sáez, J. Luengo, A. C. Lorena, A. C. P. L. F. de Carvalho, and F. 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., vol. 90, pp. 153-164, 2015. doi:10.1016/j.knosys.2015.09.023
    [BibTeX]
    @Article{journals/kbs/GarciaSLLCH15,
    Title = {Using the One-vs-One decomposition to improve the performance of class noise filters via an aggregation strategy in multi-class classification problems},
    Author = {Lu{\'{\i}}s Paulo F. Garcia and Jos{\'{e}} A. S{\'{a}}ez and Juli{\'{a}}n Luengo and Ana Carolina Lorena and Andr{\'{e}} C. P. L. F. de Carvalho and Francisco Herrera},
    Journal = {Knowl.-Based Syst.},
    Year = {2015},
    Pages = {153--164},
    Volume = {90},
    Doi = {10.1016/j.knosys.2015.09.023},
    Keywords = {lpfgarcia}
    }

  • L. P. F. Garcia, A. C. P. L. F. de Carvalho, and A. C. Lorena, “Effect of label noise in the complexity of classification problems,” Neurocomputing, vol. 160, pp. 108-119, 2015. doi:10.1016/j.neucom.2014.10.085
    [BibTeX]
    @Article{journals/ijon/GarciaCL15,
    Title = {Effect of label noise in the complexity of classification problems},
    Author = {Lu{\'{\i}}s Paulo F. Garcia and Andr{\'{e}} C. P. L. F. de Carvalho and Ana Carolina Lorena},
    Journal = {Neurocomputing},
    Year = {2015},
    Pages = {108--119},
    Volume = {160},
    Doi = {10.1016/j.neucom.2014.10.085},
    Keywords = {lpfgarcia}
    }

2013

  • L. P. F. Garcia, A. C. P. L. F. Carvalho, and A. C. Lorena, “Noisy Data Set Identification,” in Hybrid Artificial Intelligent Systems – 8th International Conference, HAIS 2013, Salamanca, Spain, September 11-13, 2013. Proceedings, 2013, pp. 629-638. doi:10.1007/978-3-642-40846-5_63
    [BibTeX]
    @InProceedings{conf/hais/GarciaCL13,
    Title = {Noisy Data Set Identification},
    Author = {Lu{\'{\i}}s Paulo F. Garcia and Andr{\'{e}} C. P. L. F. Carvalho and Ana Carolina Lorena},
    Booktitle = {Hybrid Artificial Intelligent Systems - 8th International Conference, {HAIS} 2013, Salamanca, Spain, September 11-13, 2013. Proceedings},
    Year = {2013},
    Pages = {629--638},
    Doi = {10.1007/978-3-642-40846-5_63},
    Keywords = {lpfgarcia}
    }

2012

  • L. P. F. Garcia, A. C. Lorena, and A. C. P. L. F. Carvalho, “A Study on Class Noise Detection and Elimination,” in 2012 Brazilian Symposium on Neural Networks, Curitiba, Paraná, Brazil, October 20-25, 2012, 2012, pp. 13-18. doi:10.1109/SBRN.2012.49
    [BibTeX]
    @InProceedings{conf/sbrn/GarciaLC12,
    Title = {A Study on Class Noise Detection and Elimination},
    Author = {Lu{\'{\i}}s Paulo F. Garcia and Ana Carolina Lorena and Andr{\'{e}} C. P. L. F. Carvalho},
    Booktitle = {2012 Brazilian Symposium on Neural Networks, Curitiba, Paran{\'{a}}, Brazil, October 20-25, 2012},
    Year = {2012},
    Pages = {13--18},
    Doi = {10.1109/SBRN.2012.49},
    Keywords = {lpfgarcia}
    }

2009

  • A. L. B. Miranda, L. P. F. Garcia, A. C. P. L. F. Carvalho, and A. C. Lorena, “Use of Classification Algorithms in Noise Detection and Elimination,” in Hybrid Artificial Intelligence Systems, 4th International Conference, HAIS 2009, Salamanca, Spain, June 10-12, 2009. Proceedings, 2009, pp. 417-424. doi:10.1007/978-3-642-02319-4_50
    [BibTeX]
    @InProceedings{conf/hais/MirandaGCL09,
    Title = {Use of Classification Algorithms in Noise Detection and Elimination},
    Author = {Andr{\'{e}} L. B. Miranda and Lu{\'{\i}}s Paulo F. Garcia and Andr{\'{e}} C. P. L. F. Carvalho and Ana Carolina Lorena},
    Booktitle = {Hybrid Artificial Intelligence Systems, 4th International Conference, {HAIS} 2009, Salamanca, Spain, June 10-12, 2009. Proceedings},
    Year = {2009},
    Pages = {417--424},
    Doi = {10.1007/978-3-642-02319-4_50},
    Keywords = {lpfgarcia}
    }