Submatrix localization via message passing
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Publication:4558513
zbMath1468.68155arXiv1510.09219MaRDI QIDQ4558513
Bruce Hajek, Jiaming Xu, Yihong Wu
Publication date: 22 November 2018
Full work available at URL: https://arxiv.org/abs/1510.09219
message passinghigh-dimensional statisticsbiclusteringsubmatrix localizationspectral algorithms computational complexity
Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)
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Uses Software
Cites Work
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- Pseudo-likelihood methods for community detection in large sparse networks
- Consistency thresholds for the planted bisection model
- Belief propagation, robust reconstruction and optimal recovery of block models
- Finding hidden cliques of size \(\sqrt{N/e}\) in nearly linear time
- Finding large average submatrices in high dimensional data
- Computational barriers in minimax submatrix detection
- Computational and statistical boundaries for submatrix localization in a large noisy matrix
- Detection of a sparse submatrix of a high-dimensional noisy matrix
- The largest eigenvalue of rank one deformation of large Wigner matrices
- Sharp variable selection of a sparse submatrix in a high-dimensional noisy matrix
- Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices
- The Isotropic Semicircle Law and Deformation of Wigner Matrices
- Exact Recovery in the Stochastic Block Model
- State evolution for general approximate message passing algorithms, with applications to spatial coupling
- On the Limitation of Spectral Methods: From the Gaussian Hidden Clique Problem to Rank One Perturbations of Gaussian Tensors
- The Dynamics of Message Passing on Dense Graphs, with Applications to Compressed Sensing
- Probability Inequalities for Sums of Bounded Random Variables
- Information Limits for Recovering a Hidden Community
- The Rotation of Eigenvectors by a Perturbation. III
- Perturbation bounds in connection with singular value decomposition