Nicolas Le Roux

Out-of-Sample Extensions for LLE, Isomap, MDS, Eigenmaps, and Spectral Clustering

Yoshua Bengio, Jean-françcois Paiement, Pascal Vincent et al. · 2003 · 867 citations

Representational Power of Restricted Boltzmann Machines and Deep Belief Networks

Nicolas Le Roux, Yoshua Bengio · Neural Computation · 2008 · 828 citations

Artificial Intelligence, Engineering, Machine Learning +16

A Stochastic Gradient Method with an Exponential Convergence Rate for Finite Training Sets

Nicolas Le Roux, Mark Schmidt, Francis Bach · arXiv (Cornell University) · 2012 · 537 citations · Full text

Mathematical Programming, Engineering, Machine Learning +16

The social shortfall and ecological overshoot of nations

Andrew L. Fanning, Daniel W. O’Neill, Jason Hickel et al. · Nature Sustainability · 2021 · 353 citations

Public Policy, Economics, Engineering +8

Learning Eigenfunctions Links Spectral Embedding and Kernel PCA

Yoshua Bengio, Olivier Delalleau, Nicolas Le Roux et al. · Neural Computation · 2004 · 337 citations

Spectral Theory, Engineering, Machine Learning +16