Victoria López

An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics

Victoria López, Alberto Fernández, Salvador García et al. · Information Sciences · 2013 · 1.6K citations

Data Intrinsic Characteristics, Data Classification, Imbalanced Data +15

A Survey of Discretization Techniques: Taxonomy and Empirical Analysis in Supervised Learning

Salvador García, Julián Luengo, José A. Sáez et al. · IEEE Transactions on Knowledge and Data Engineering · 2012 · 533 citations

Engineering, Machine Learning, Symbolic Data Analysis +25

Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches

Alberto Fernández, Victoria López, Mikel Galar et al. · Knowledge-Based Systems · 2013 · 376 citations

Data Classification, Classification Method, Engineering +14

On the use of MapReduce for imbalanced big data using Random Forest

Sara del Río, Victoria López, José M. Benítez et al. · Information Sciences · 2014 · 329 citations

Imbalanced Big Data, Engineering, Data Science +11

Analysis of preprocessing vs. cost-sensitive learning for imbalanced classification. Open problems on intrinsic data characteristics

Victoria López, Alberto Fernández, Jose G. Moreno-Torres et al. · Expert Systems with Applications · 2011 · 307 citations

Data Classification, Classification Method, Engineering +14