spectral method

Normalized Spectral Map Synchronization NeurIPS 2016 On Mixtures of Markov Chains NeurIPS 2016 Optimal Cluster Recovery in the Labeled Stochastic Block Model NeurIPS 2016 Reinforcement Learning of POMDPs using Spectral Methods COLT 2016 Robust Spectral Detection of Global Structures in the Data by Learning a Regularization NeurIPS 2016 Simple and Scalable Constrained Clustering: a Generalized Spectral Method AISTATS 2016 Spectral Methods Meet EM: A Provably Optimal Algorithm for Crowdsourcing JMLR 2016 The Variational Nystrom method for large-scale spectral problems ICML 2016 Estimating the accuracies of multiple classifiers without labeled data AISTATS 2015 Improved Sum-of-Squares Lower Bounds for Hidden Clique and Hidden Submatrix Problems COLT 2015 Local High-Order Regularization on Data Manifolds CVPR 2015 Matrix Completion from Fewer Entries: Spectral Detectability and Rank Estimation NeurIPS 2015 On the Limitation of Spectral Methods: From the Gaussian Hidden Clique Problem to Rank-One Perturbations of Gaussian Tensors NeurIPS 2015 Spectral MLE: Top-K Rank Aggregation from Pairwise Comparisons ICML 2015 Subsampled Power Iteration: a Unified Algorithm for Block Models and Planted CSP's NeurIPS 2015 Supervised Learning for Dynamical System Learning NeurIPS 2015 Tensor principal component analysis via sum-of-square proofs COLT 2015 A Multigraph Representation for Improved Unsupervised/Semi-supervised Learning of Human Actions CVPR 2014 A Tensor Approach to Learning Mixed Membership Community Models JMLR 2014 Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ICML 2014 Finding Dense Subgraphs via Low-Rank Bilinear Optimization ICML 2014 High-Dimensional Density Ratio Estimation with Extensions to Approximate Likelihood Computation AISTATS 2014 Learning Mixtures of Discrete Product Distributions using Spectral Decompositions COLT 2014 Methods of Moments for Learning Stochastic Languages: Unified Presentation and Empirical Comparison ICML 2014 Near-Optimal-Sample Estimators for Spherical Gaussian Mixtures NeurIPS 2014