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

VincentPascal, LarochelleHugo, LajoieIsabelle, +2

Journal of Machine Learning Research

Artificial IntelligenceLocal Denoising CriterionConvolutional Neural NetworkCorrupted VersionsMachine Learning +13

A neural probabilistic language model

BengioYoshua, DucharmeRéjean, VincentPascal, +1

Journal of Machine Learning Research

Natural Language ProcessingNatural LanguageSyntaxStatistical Language ModelingEngineering +10

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

BengioYoshua, GrandvaletYves

Journal of Machine Learning Research

Artificial IntelligenceParameter EstimationStatistical LearningEngineeringMachine Learning +18

Random search for hyper-parameter optimization

BergstraJames, BengioYoshua

Journal of Machine Learning Research

Mathematical ProgrammingLarge-scale Global OptimizationComputational ScienceHyperparameter EstimationManual Search +12

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

AlainGuillaume, BengioYoshua

Journal of Machine Learning Research

Underlying Data-generating DistributionEngineeringMachine LearningData ScienceManifold Learning +10

Quantized neural networks

HubaraItay, CourbariauxMatthieu, SoudryDaniel, +2

Journal of Machine Learning Research

EngineeringMachine LearningQuantum ComputingSparse Neural NetworkComputer Engineering +9

Why Does Unsupervised Pre-training Help Deep Learning?

ErhanDumitru, BengioYoshua, CourvilleAaron, +3

Journal of Machine Learning Research

Artificial IntelligenceGeometric LearningEngineeringMachine LearningDeep Belief Networks +14

Incorporating Functional Knowledge in Neural Networks

DugasCharles, BengioYoshua, BélisleFrançois, +2

Journal of Machine Learning Research

Artificial IntelligenceEngineeringMachine LearningSequential LearningAlgorithmic Learning +15

Exploring Strategies for Training Deep Neural Networks

LarochelleHugo, BengioYoshua, LouradourJérôme, +1

Journal of Machine Learning Research

Deep Neural NetworksEngineeringMachine LearningMachine Learning ModelCellular Neural Network +12