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Theoretical and Computational Guarantees of Mean Field Variational Inference for Community Detection

30 October 2017

Papers citing "Theoretical and Computational Guarantees of Mean Field Variational Inference for Community Detection"

21 / 21 papers shown

Title
Online Bayesian changepoint detection for network Poisson processes with community structure Joshua Corneck Edward A. K. Cohen James S. Martin Francesco Sanna Passino 3DPC 27 2 0 04 Jul 2024
Selecting the Number of Communities for Weighted Degree-Corrected Stochastic Block Models Yucheng Liu Xiaodong Li 236 0 0 08 Jun 2024
Convergence of coordinate ascent variational inference for log-concave measures via optimal transport Manuel Arnese Daniel Lacker 46 11 0 12 Apr 2024
Algorithms for mean-field variational inference via polyhedral optimization in the Wasserstein space Yiheng Jiang Sinho Chewi Aram-Alexandre Pooladian 189 10 0 05 Dec 2023
Particle Mean Field Variational Bayes Minh-Ngoc Tran Paco Tseng Robert Kohn 77 3 0 24 Mar 2023
Local convexity of the TAP free energy and AMP convergence for Z2-synchronization Michael Celentano Z. Fan Song Mei FedML 88 23 0 21 Jun 2021
Spectral Methods for Data Science: A Statistical Perspective Yuxin Chen Yuejie Chi Jianqing Fan Cong Ma 153 173 0 15 Dec 2020
Spike and slab variational Bayes for high dimensional logistic regression Kolyan Ray Botond Szabó Gabriel Clara 90 29 0 22 Oct 2020
Dynamics of coordinate ascent variational inference: A case study in 2D Ising models Sean Plummer D. Pati A. Bhattacharya 104 21 0 13 Jul 2020
Statistical Inference in Mean-Field Variational Bayes Wei Han Yun Yang 32 18 0 04 Nov 2019
Iterative Algorithm for Discrete Structure Recovery Chao Gao A. Zhang 500 31 0 04 Nov 2019
Variational Bayes under Model Misspecification Yixin Wang David M. Blei 59 45 0 26 May 2019
When random initializations help: a study of variational inference for community detection Purnamrita Sarkar Y. X. R. Wang Soumendu Sundar Mukherjee BDL 58 6 0 16 May 2019
Achieving the Bayes Error Rate in Synchronization and Block Models by SDP, Robustly Yingjie Fei Yudong Chen 271 24 0 21 Apr 2019
Variational Bayes for high-dimensional linear regression with sparse priors Kolyan Ray Botond Szabó 82 99 0 15 Apr 2019
Minimax Rates in Network Analysis: Graphon Estimation, Community Detection and Hypothesis Testing Chao Gao Zongming Ma 370 35 0 14 Nov 2018
TAP free energy, spin glasses, and variational inference Z. Fan Song Mei Andrea Montanari 43 26 0 23 Aug 2018
Latent heterogeneous multilayer community detection Hafiz Tiomoko Ali Sijia Liu Yasin Yılmaz Romain Couillet I. Rajapakse Alfred Hero 70 16 0 16 Jun 2018
Optimal Bipartite Network Clustering Zhixin Zhou Arash A. Amini 55 29 0 15 Mar 2018
Convergence Rates of Variational Posterior Distributions Fengshuo Zhang Chao Gao 99 105 0 07 Dec 2017
Frequentist Consistency of Variational Bayes Yixin Wang David M. Blei BDL 153 208 0 09 May 2017