Matrix Factorization

On Tensor Train Rank Minimization : Statistical Efficiency and Scalable Algorithm NeurIPS 2017 Optimal Shrinkage of Singular Values Under Random Data Contamination NeurIPS 2017 Other Topics You May Also Agree or Disagree: Modeling Inter-Topic Preferences using Tweets and Matrix Factorization ACL 2017 Partitioned Tensor Factorizations for Learning Mixed Membership Models ICML 2017 Provable Alternating Gradient Descent for Non-negative Matrix Factorization with Strong Correlations ICML 2017 Rank Determination for Low-Rank Data Completion JMLR 2017 Riemannian Optimization for Skip-Gram Negative Sampling ACL 2017 SVD-free Convex-Concave Approaches for Nuclear Norm Regularization IJCAI 2017 Tensor-Dictionary Learning with Deep Kruskal-Factor Analysis AISTATS 2017 A Non-convex One-Pass Framework for Generalized Factorization Machine and Rank-One Matrix Sensing NeurIPS 2016 A posteriori error bounds for joint matrix decomposition problems NeurIPS 2016 A Subspace Learning Approach for High Dimensional Matrix Decomposition with Efficient Column/Row Sampling ICML 2016 Bayesian Matrix Factorization with Non-Random Missing Data using Informative Gaussian Process Priors and Soft Evidences PGM 2016 Bayesian Poisson Tucker Decomposition for Learning the Structure of International Relations ICML 2016 Boolean Matrix Factorization and Noisy Completion via Message Passing ICML 2016 Bootstrap-Based Regularization for Low-Rank Matrix Estimation JMLR 2016 Convex Hull Convolutive Non-Negative Matrix Factorization for Uncovering Temporal Patterns in Multivariate Time-Series Data Interspeech 2016 Data Poisoning Attacks on Factorization-Based Collaborative Filtering NeurIPS 2016 Deconvolving Feedback Loops in Recommender Systems NeurIPS 2016 Discriminative Layered Nonnegative Matrix Factorization for Speech Separation Interspeech 2016 Distributed Flexible Nonlinear Tensor Factorization NeurIPS 2016 Distributed Representations for Building Profiles of Users and Items from Text Reviews COLING 2016 Efficient Large-Scale Similarity Search Using Matrix Factorization CVPR 2016 Fast Collaborative Filtering from Implicit Feedback with Provable Guarantees ACML 2016 Hierarchical Probabilistic Matrix Factorization with Network Topology for Multi-relational Social Network ACML 2016