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 The profile below reflects the status at the point of his departure and is no longer updated.


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}
    }