Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices

6 February 2014

Jiaming Xu

Papers citing "Statistical-Computational Tradeoffs in Planted Problems and Submatrix Localization with a Growing Number of Clusters and Submatrices"

41 / 41 papers shown

Title
Community Detection with Known, Unknown, or Partially Known Auxiliary Latent Variables Mohammadjafar Esmaeili Aria Nosratinia 20 3 0 08 Jan 2023
Implications of sparsity and high triangle density for graph representation learning Hannah Sansford Alexander Modell N. Whiteley Patrick Rubin-Delanchy 25 1 0 27 Oct 2022
Detecting Planted Partition in Sparse Multi-Layer Networks Anirban Chatterjee Sagnik Nandy Ritwik Sadhu 26 1 0 15 Sep 2022
Semi-Supervised Clustering of Sparse Graphs: Crossing the Information-Theoretic Threshold Jun Sheng Thomas Strohmer 27 0 0 24 May 2022
A Worker-Task Specialization Model for Crowdsourcing: Efficient Inference and Fundamental Limits Doyeon Kim Jeonghwa Lee Hye Won Chung 51 3 0 19 Nov 2021
Inferring Hidden Structures in Random Graphs Wasim Huleihel 19 7 0 05 Oct 2021
Random Subgraph Detection Using Queries Wasim Huleihel A. Mazumdar S. Pal 25 6 0 02 Oct 2021
Lattice partition recovery with dyadic CART Oscar Hernan Madrid Padilla Yi Yu Alessandro Rinaldo 21 4 0 27 May 2021
Semidefinite Programming for Community Detection with Side Information Mohammadjafar Esmaeili H. Saad Aria Nosratinia 34 9 0 06 May 2021
A Goodness-of-fit Test on the Number of Biclusters in a Relational Data Matrix C. Watanabe Taiji Suzuki 25 0 0 23 Feb 2021
Statistical Query Algorithms and Low-Degree Tests Are Almost Equivalent Matthew Brennan Guy Bresler Samuel B. Hopkins Jingkai Li T. Schramm 19 62 0 13 Sep 2020
Tensor Clustering with Planted Structures: Statistical Optimality and Computational Limits Yuetian Luo Anru R. Zhang 35 44 0 21 May 2020
Reducibility and Statistical-Computational Gaps from Secret Leakage Matthew Brennan Guy Bresler 29 86 0 16 May 2020
Optimal Average-Case Reductions to Sparse PCA: From Weak Assumptions to Strong Hardness Matthew Brennan Guy Bresler 29 50 0 20 Feb 2019
Universality of Computational Lower Bounds for Submatrix Detection Matthew Brennan Guy Bresler Wasim Huleihel 35 26 0 19 Feb 2019
Rank-one matrix estimation: analysis of algorithmic and information theoretic limits by the spatial coupling method Jean Barbier M. Dia N. Macris Florent Krzakala Lenka Zdeborová 26 24 0 06 Dec 2018
Exact Recovery in the Hypergraph Stochastic Block Model: a Spectral Algorithm Sam Cole Yizhe Zhu 6 27 0 16 Nov 2018
Stochastic Block Model for Hypergraphs: Statistical limits and a semidefinite programming approach Chiheon Kim Afonso S. Bandeira M. Goemans 12 53 0 08 Jul 2018
Hypergraph Spectral Clustering in the Weighted Stochastic Block Model Kwangjun Ahn Kangwook Lee Changho Suh 24 62 0 23 May 2018
On the Estimation of Latent Distances Using Graph Distances E. Arias-Castro Antoine Channarond Bruno Pelletier Nicolas Verzélen 17 15 0 27 Apr 2018
Evaluating Overfit and Underfit in Models of Network Community Structure Amir Ghasemian Homa Hosseinmardi A. Clauset 36 142 0 28 Feb 2018
Exponential error rates of SDP for block models: Beyond Grothendieck's inequality Yingjie Fei Yudong Chen 22 35 0 23 May 2017
Adaptive Clustering through Semidefinite Programming Martin Royer 32 30 0 18 May 2017
Two-Sample Tests for Large Random Graphs Using Network Statistics D. Ghoshdastidar Maurilio Gutzeit Alexandra Carpentier U. V. Luxburg 30 39 0 17 May 2017
Community Detection in Hypergraphs, Spiked Tensor Models, and Sum-of-Squares Chiheon Kim Afonso S. Bandeira M. Goemans 21 53 0 08 May 2017
Tensor SVD: Statistical and Computational Limits Anru R. Zhang Dong Xia 21 166 0 08 Mar 2017
Bayesian Community Detection S. V. D. Pas A. van der Vaart 21 11 0 15 Aug 2016
Information-theoretic bounds and phase transitions in clustering, sparse PCA, and submatrix localization Jessica E. Banks Cristopher Moore Nicolas Verzélen Roman Vershynin Jiaming Xu 29 74 0 18 Jul 2016
The use of deep learning in image segmentation, classification and detection Mihai-Sorin Badea Iulian-Ionut Felea L. Florea C. Vertan 44 20 0 31 May 2016
Density Evolution in the Degree-correlated Stochastic Block Model Elchanan Mossel Jiaming Xu 17 36 0 10 Sep 2015
Local Algorithms for Block Models with Side Information Elchanan Mossel Jiaming Xu 30 49 0 10 Aug 2015
Asymptotic Mutual Information for the Two-Groups Stochastic Block Model Y. Deshpande Emmanuel Abbe Andrea Montanari 27 56 0 30 Jul 2015
Minimax Rates of Community Detection in Stochastic Block Models A. Zhang Harrison H. Zhou 32 185 0 19 Jul 2015
Achieving Exact Cluster Recovery Threshold via Semidefinite Programming: Extensions Bruce Hajek Yihong Wu Jiaming Xu 43 136 0 26 Feb 2015
Improved Sum-of-Squares Lower Bounds for Hidden Clique and Hidden Submatrix Problems Y. Deshpande Andrea Montanari 25 84 0 23 Feb 2015
Computational and Statistical Boundaries for Submatrix Localization in a Large Noisy Matrix T. Tony Cai Tengyuan Liang Alexander Rakhlin 32 61 0 06 Feb 2015
Achieving Exact Cluster Recovery Threshold via Semidefinite Programming Bruce Hajek Yihong Wu Jiaming Xu 58 249 0 24 Nov 2014
Statistical and computational trade-offs in estimation of sparse principal components Tengyao Wang Quentin Berthet R. Samworth 58 136 0 22 Aug 2014
Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results Jiaming Xu Laurent Massoulié Marc Lelarge 29 47 0 26 Jun 2014
Jointly Clustering Rows and Columns of Binary Matrices: Algorithms and Trade-offs Jiaming Xu Rui Wu Kai Zhu Bruce Hajek R. Srikant Lei Ying 68 44 0 01 Oct 2013
Improved Graph Clustering Yudong Chen Sujay Sanghavi Huan Xu 94 191 0 11 Oct 2012