matrix factorization

Exact Recovery of Sparsely-Used Dictionaries COLT 2012 Factorized Diffusion Map Approximation AISTATS 2012 Fast Variational Bayesian Inference for Non-Conjugate Matrix Factorization Models AISTATS 2012 Learning the Dependency Structure of Latent Factors NeurIPS 2012 Lifted coordinate descent for learning with trace-norm regularization AISTATS 2012 Matrix reconstruction with the local max norm NeurIPS 2012 Nonparametric Max-Margin Matrix Factorization for Collaborative Prediction NeurIPS 2012 Online Learning in the Embedded Manifold of Low-rank Matrices JMLR 2012 PREA: Personalized Recommendation Algorithms Toolkit JMLR 2012 Probabilistic Low-Rank Subspace Clustering NeurIPS 2012 Provable ICA with Unknown Gaussian Noise, with Implications for Gaussian Mixtures and Autoencoders NeurIPS 2012 Sparse Additive Matrix Factorization for Robust PCA and Its Generalization ACML 2012 SVDFeature: A Toolkit for Feature-based Collaborative Filtering JMLR 2012 Divide-and-Conquer Matrix Factorization NeurIPS 2011 Generalised Coupled Tensor Factorisation NeurIPS 2011 Global Solution of Fully-Observed Variational Bayesian Matrix Factorization is Column-Wise Independent NeurIPS 2011 Learning low-rank output kernels ACML 2011 Learning with the weighted trace-norm under arbitrary sampling distributions NeurIPS 2011 Nonnegative dictionary learning in the exponential noise model for adaptive music signal representation NeurIPS 2011 Theoretical Analysis of Bayesian Matrix Factorization JMLR 2011 The Stationary Subspace Analysis Toolbox JMLR 2011 Collaborative Filtering on a Budget AISTATS 2010 Collaborative Filtering via Rating Concentration AISTATS 2010 CUR from a Sparse Optimization Viewpoint NeurIPS 2010 Global Analytic Solution for Variational Bayesian Matrix Factorization NeurIPS 2010