Matrix Factorization

Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing AAAI 2019 Label Embedding with Partial Heterogeneous Contexts AAAI 2019 Learning-Based Low-Rank Approximations NeurIPS 2019 Low Permutation-rank Matrices: Structural Properties and Noisy Completion JMLR 2019 Model-free Nonconvex Matrix Completion: Local Minima Analysis and Applications in Memory-efficient Kernel PCA JMLR 2019 Multi-View Multi-Instance Multi-Label Learning Based on Collaborative Matrix Factorization AAAI 2019 Non-Convex Matrix Completion and Related Problems via Strong Duality JMLR 2019 Nonconvex Matrix Factorization from Rank-One Measurements AISTATS 2019 Online Convex Matrix Factorization with Representative Regions NeurIPS 2019 Online High Rank Matrix Completion CVPR 2019 Preference-Aware Task Assignment in Spatial Crowdsourcing AAAI 2019 Regularized Weighted Low Rank Approximation NeurIPS 2019 Relative Error Bound Analysis for Nuclear Norm Regularized Matrix Completion JMLR 2019 Self-Weighted Multi-View Clustering with Deep Matrix Factorization ACML 2019 Smooth neighborhood recommender systems JMLR 2019 Spatial Aggregation Facilitates Discovery of Spatial Topics ACL 2019 Towards a Zero-One Law for Column Subset Selection NeurIPS 2019 Towards Practical Alternating Least-Squares for CCA NeurIPS 2019 TuckER: Tensor Factorization for Knowledge Graph Completion EMNLP 2019 A Primal-Dual Analysis of Global Optimality in Nonconvex Low-Rank Matrix Recovery ICML 2018 ASe: Acoustic Scene Embedding Using Deep Archetypal Analysis and GMM Interspeech 2018 A Unified Framework for Structured Low-rank Matrix Learning ICML 2018 Canonical Tensor Decomposition for Knowledge Base Completion ICML 2018 Cascaded Low Rank and Sparse Representation on Grassmann Manifolds IJCAI 2018 Causal Inference with Noisy and Missing Covariates via Matrix Factorization NeurIPS 2018