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


  1. 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).
  2. 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).
  3. 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).
  4. 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).
  5. Ana Carolina Lorena, Luís Paulo Faina Garcia, André C. P. L. F. de Carvalho: Adapting Noise Filters for Ranking. BRACIS 2015: 299-304.
  6. Luís Paulo F. Garcia, André C. P. L. F. Carvalho, Ana Carolina Lorena: Noisy Data Set Identification. HAIS 2013: 629-638.
  7. Luís Paulo F. Garcia, Ana Carolina Lorena, André C. P. L. F. Carvalho: A Study on Class Noise Detection and Elimination. SBRN 2012: 13-18.
  8. André L. B. Miranda, Luís Paulo F. Garcia, André C. P. L. F. Carvalho, Ana Carolina Lorena: Use of Classification Algorithms in Noise Detection and Elimination. HAIS 2009: 417-424.