BengioYoshua

Stacked Denoising Autoencoders: Learning Useful Representations in a Deep Network with a Local Denoising Criterion

VincentPascal, LarochelleHugo, LajoieIsabelle et al. · Journal of Machine Learning Research · 2010 · 4.1K citations

Artificial Intelligence, Local Denoising Criterion, Convolutional Neural Network +15

A neural probabilistic language model

BengioYoshua, DucharmeRéjean, VincentPascal et al. · Journal of Machine Learning Research · 2003 · 2.7K citations

Natural Language Processing, Natural Language, Syntax +12

No Unbiased Estimator of the Variance of K-Fold Cross-Validation

BengioYoshua, GrandvaletYves · Journal of Machine Learning Research · 2004 · 622 citations

Artificial Intelligence, Parameter Estimation, Statistical Learning +20

Random search for hyper-parameter optimization

BergstraJames, BengioYoshua · Journal of Machine Learning Research · 2012 · 585 citations

Mathematical Programming, Large-scale Global Optimization, Computational Science +14

What regularized auto-encoders learn from the data-generating distribution

AlainGuillaume, BengioYoshua · Journal of Machine Learning Research · 2014 · 165 citations

Underlying Data-generating Distribution, Engineering, Machine Learning +12