Constrained Low-rank Matrix Estimation: Phase Transitions, Approximate Message Passing and Applications

3 January 2017

Lenka Zdeborová

Papers citing "Constrained Low-rank Matrix Estimation: Phase Transitions, Approximate Message Passing and Applications"

23 / 73 papers shown

Title
Asymptotic Bayes risk for Gaussian mixture in a semi-supervised setting Marc Lelarge Léo Miolane 14 28 0 08 Jul 2019
The Geometry of Community Detection via the MMSE Matrix Galen Reeves Vaishakhi Mayya A. Volfovsky 20 14 0 04 Jul 2019
Understanding Phase Transitions via Mutual Information and MMSE Galen Reeves H. Pfister 22 7 0 03 Jul 2019
The spiked matrix model with generative priors Benjamin Aubin Bruno Loureiro Antoine Maillard Florent Krzakala Lenka Zdeborová 16 52 0 29 May 2019
Passed & Spurious: Descent Algorithms and Local Minima in Spiked Matrix-Tensor Models Stefano Sarao Mannelli Florent Krzakala Pierfrancesco Urbani Lenka Zdeborová 16 48 0 01 Feb 2019
Marvels and Pitfalls of the Langevin Algorithm in Noisy High-dimensional Inference Stefano Sarao Mannelli Giulio Biroli C. Cammarota Florent Krzakala Pierfrancesco Urbani Lenka Zdeborová 17 45 0 21 Dec 2018
Statistical thresholds for Tensor PCA Aukosh Jagannath P. Lopatto Léo Miolane 14 44 0 08 Dec 2018
Statistical mechanics of low-rank tensor decomposition Jonathan Kadmon Surya Ganguli 16 18 0 23 Oct 2018
Adapting to Unknown Noise Distribution in Matrix Denoising Andrea Montanari Feng Ruan Jun Yan 31 13 0 06 Oct 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
Approximate Survey Propagation for Statistical Inference F. Antenucci Florent Krzakala Pierfrancesco Urbani Lenka Zdeborová 37 21 0 03 Jul 2018
Phase transitions in spiked matrix estimation: information-theoretic analysis Léo Miolane 14 18 0 12 Jun 2018
Glassy nature of the hard phase in inference problems F. Antenucci S. Franz Pierfrancesco Urbani Lenka Zdeborová 11 29 0 15 May 2018
Dense Limit of the Dawid-Skene Model for Crowdsourcing and Regions of Sub-optimality of Message Passing Algorithms Christiane Schmidt Lenka Zdeborová 11 3 0 13 Mar 2018
Detection limits in the high-dimensional spiked rectangular model A. Alaoui Michael I. Jordan 13 20 0 20 Feb 2018
An Instability in Variational Inference for Topic Models Behrooz Ghorbani H. Javadi Andrea Montanari 13 31 0 02 Feb 2018
Estimation of Low-Rank Matrices via Approximate Message Passing Andrea Montanari R. Venkataramanan 35 86 0 06 Nov 2017
Finite Size Corrections and Likelihood Ratio Fluctuations in the Spiked Wigner Model A. Alaoui Florent Krzakala Michael I. Jordan 24 21 0 09 Oct 2017
Streaming Bayesian inference: theoretical limits and mini-batch approximate message-passing Andre Manoel Florent Krzakala Eric W. Tramel Lenka Zdeborová 32 13 0 02 Jun 2017
A Deterministic and Generalized Framework for Unsupervised Learning with Restricted Boltzmann Machines Eric W. Tramel Marylou Gabrié Andre Manoel F. Caltagirone Florent Krzakala AI4CE 25 32 0 10 Feb 2017
Statistical and computational phase transitions in spiked tensor estimation T. Lesieur Léo Miolane Marc Lelarge Florent Krzakala Lenka Zdeborová 31 116 0 27 Jan 2017
Exact recovery in the Ising blockmodel Quentin Berthet Philippe Rigollet P. Srivastava TPM 25 44 0 12 Dec 2016
Phase Diagram and Approximate Message Passing for Blind Calibration and Dictionary Learning Florent Krzakala M. Mézard Lenka Zdeborová 75 37 0 24 Jan 2013