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log-concave distribution

46 papers

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Co-occurring keywords

markov chain monte carlo (725) mixing time (70) langevin monte carlo (33) bayesian inference (1907) sampling algorithm (130) log-concave sampling (13) langevin diffusion (23) markov chain (207) convex optimization (1321) convex body (7)

Papers

Efficient constrained sampling via the mirror-Langevin algorithm NIPS 2021
Langevin Monte Carlo without smoothness AISTATS 2020
Variance reduction for Random Coordinate Descent-Langevin Monte Carlo NIPS 2020
Exponential ergodicity of mirror-Langevin diffusions NIPS 2020
Learning Halfspaces with Massart Noise Under Structured Distributions COLT 2020
Double-Loop Unadjusted Langevin Algorithm ICML 2020
A Polynomial Time Algorithm for Log-Concave Maximum Likelihood via Locally Exponential Families NIPS 2019
Log-concave sampling: Metropolis-Hastings algorithms are fast JMLR 2019
Analysis of Langevin Monte Carlo via Convex Optimization JMLR 2019
Online sampling from log-concave distributions NIPS 2019
Stochastic Variance-Reduced Hamilton Monte Carlo Methods ICML 2018
Dimension-free Information Concentration via Exp-Concavity ALT 2018
Efficient Sampling from Time-Varying Log-Concave Distributions JMLR 2017
Sampling from a log-concave distribution with compact support with proximal Langevin Monte Carlo COLT 2017
Finite-Time Analysis of Projected Langevin Monte Carlo NIPS 2015
Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015
The entropic barrier: a simple and optimal universal self-concordant barrier COLT 2015
Optimal Testing for Properties of Distributions NIPS 2015
Learning Halfspaces Under Log-Concave Densities: Polynomial Approximations and Moment Matching COLT 2013
Active and passive learning of linear separators under log-concave distributions COLT 2013
Learning Halfspaces with Malicious Noise JMLR 2009