Approximate message passing with spectral initialization for generalized linear models*
From MaRDI portal
Publication:5055411
DOI10.1088/1742-5468/ac9828OpenAlexW3158248332MaRDI QIDQ5055411
Marco Mondelli, Ramji Venkataramanan
Publication date: 13 December 2022
Published in: Journal of Statistical Mechanics: Theory and Experiment (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/2010.03460
Related Items (1)
Uses Software
Cites Work
- An iterative construction of solutions of the TAP equations for the Sherrington-Kirkpatrick model
- Stability of a 4th-order curvature condition arising in optimal transport theory
- Implicit regularization in nonconvex statistical estimation: gradient descent converges linearly for phase retrieval, matrix completion, and blind deconvolution
- Fundamental limits of weak recovery with applications to phase retrieval
- Phase recovery, MaxCut and complex semidefinite programming
- Phase retrieval from coded diffraction patterns
- Estimation of low-rank matrices via approximate message passing
- PhaseLift: Exact and Stable Signal Recovery from Magnitude Measurements via Convex Programming
- Phase Transitions and Sample Complexity in Bayes-Optimal Matrix Factorization
- Phase Retrieval via Wirtinger Flow: Theory and Algorithms
- Solving Random Quadratic Systems of Equations Is Nearly as Easy as Solving Linear Systems
- Network Information Theory
- Solving systems of phaseless equations via Kaczmarz methods: a proof of concept study
- On Principal Hessian Directions for Data Visualization and Dimension Reduction: Another Application of Stein's Lemma
- Recursive consistent estimation with bounded noise
- PhaseMax: Convex Phase Retrieval via Basis Pursuit
- Compressive Phase Retrieval via Generalized Approximate Message Passing
- Message‐Passing Algorithms for Synchronization Problems over Compact Groups
- Phase transitions of spectral initialization for high-dimensional non-convex estimation
- Analysis of Spectral Methods for Phase Retrieval With Random Orthogonal Matrices
- State evolution for general approximate message passing algorithms, with applications to spatial coupling
- A modern maximum-likelihood theory for high-dimensional logistic regression
- Optimal errors and phase transitions in high-dimensional generalized linear models
- Optimization-Based AMP for Phase Retrieval: The Impact of Initialization and $\ell_{2}$ Regularization
- Optimal Spectral Initialization for Signal Recovery With Applications to Phase Retrieval
- Phase retrieval via randomized Kaczmarz: theoretical guarantees
- The LASSO Risk for Gaussian Matrices
- The Dynamics of Message Passing on Dense Graphs, with Applications to Compressed Sensing
- Information-Theoretically Optimal Compressed Sensing via Spatial Coupling and Approximate Message Passing
- Asymptotic Analysis of Complex LASSO via Complex Approximate Message Passing (CAMP)
- Bits From Photons: Oversampled Image Acquisition Using Binary Poisson Statistics
- The numerics of phase retrieval
- Phase Retrieval via Matrix Completion
This page was built for publication: Approximate message passing with spectral initialization for generalized linear models*