Maria Carolina Monard

A study of the behavior of several methods for balancing machine learning training data

Gustavo E. A. P. A. Batista, Ronaldo C. Prati, Maria Carolina Monard · ACM SIGKDD Explorations Newsletter · 2004 · 4.1K citations

Computing, Computer Science, Data Mining +10

An analysis of four missing data treatment methods for supervised learning

Gustavo Batista, Maria Carolina Monard · Applied Artificial Intelligence · 2003 · 889 citations

Computing, Computer Science, Data Science +16

Balancing Training Data for Automated Annotation of Keywords: a Case Study.

Gustavo E. A. P. A. Batista, Ana L. C. Bazzan, Maria Carolina Monard · 2003 · 310 citations

Computing, Computer Science, Data Mining +10

A Comparison of Multi-label Feature Selection Methods using the Problem Transformation Approach

Newton Spolaôr, Everton Alvares Cherman, Maria Carolina Monard et al. · Electronic Notes in Theoretical Computer Science · 2013 · 219 citations · Full text

Computing, Computer Science, Data Mining +12

ReliefF for Multi-label Feature Selection

Newton Spolaôr, Everton Alvares Cherman, Maria Carolina Monard et al. · 2013 · 185 citations

Computing, Computer Science, Data Science +11