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spectral method

204 papers

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Co-occurring keywords

graph neural network (3962) community detection (276) stochastic block model (146) tensor decomposition (375) manifold learning (403) spectral analysis (239) semi-supervised learning (2341) matrix completion (356) unsupervised learning (3264) sample complexity (1169)

Papers

Estimating the accuracies of multiple classifiers without labeled data AISTATS 2015
Spectral Bandits for Smooth Graph Functions ICML 2014
Learning Mixtures of Discrete Product Distributions using Spectral Decompositions COLT 2014
Finding Dense Subgraphs via Low-Rank Bilinear Optimization ICML 2014
Methods of Moments for Learning Stochastic Languages: Unified Presentation and Empirical Comparison ICML 2014
Spectral Methods for Indian Buffet Process Inference NIPS 2014
SerialRank: Spectral Ranking using Seriation NIPS 2014
Near-Optimal-Sample Estimators for Spherical Gaussian Mixtures NIPS 2014
A Multigraph Representation for Improved Unsupervised/Semi-supervised Learning of Human Actions CVPR 2014
Dimension-free Concentration Bounds on Hankel Matrices for Spectral Learning ICML 2014
A Tensor Approach to Learning Mixed Membership Community Models JMLR 2014
Nonparametric Estimation of Multi-View Latent Variable Models ICML 2014
Spectral Methods for Supervised Topic Models NIPS 2014
Permutation Diffusion Maps (PDM) with Application to the Image Association Problem in Computer Vision NIPS 2014
Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing NIPS 2014
High-Dimensional Density Ratio Estimation with Extensions to Approximate Likelihood Computation AISTATS 2014
A Fast Semidefinite Approach to Solving Binary Quadratic Problems CVPR 2013
Noisy Sparse Subspace Clustering ICML 2013
Robust learning of low-dimensional dynamics from large neural ensembles NIPS 2013
A Tensor Spectral Approach to Learning Mixed Membership Community Models COLT 2013
Elastic Net Constraints for Shape Matching ICCV 2013
Spectral Experts for Estimating Mixtures of Linear Regressions ICML 2013
Analyzing the Harmonic Structure in Graph-Based Learning NIPS 2013
On the Sample Complexity of Subspace Learning NIPS 2013
Spectral methods for neural characterization using generalized quadratic models NIPS 2013