José M. Benítez

On the use of cross-validation for time series predictor evaluation

Christoph Bergmeir, José M. Benítez · Information Sciences · 2012 · 996 citations

Forecasting Methodology, Engineering, Backtesting +7

Big data preprocessing: methods and prospects

Salvador García, Sergio Ramírez‐Gallego, Julián Luengo et al. · Big Data Analytics · 2016 · 671 citations · Full text

Big Data Preprocessing, Big Data Acquisition, Data Processing +15

Are artificial neural networks black boxes?

José M. Benítez, Juan Luis Castro, Ignacio Requena · IEEE Transactions on Neural Networks · 1997 · 522 citations

Artificial Intelligence, Fuzzy Systems, Machine Learning +16

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

Bagging exponential smoothing methods using STL decomposition and Box–Cox transformation

Christoph Bergmeir, Rob J. Hyndman, José M. Benítez · International Journal of Forecasting · 2016 · 312 citations

Numerical Analysis, Engineering, Data Science +2