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log-concave density

8 papers

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Co-occurring keywords · papers mentioning both

markov chain monte carlo (3) sample complexity (2) density estimation (2) langevin dynamics (2) geometric ergodicity (1) multivariate statistics (1) least squares em (1) empirical process theory (1) piecewise linear quadratic penalty (1) log-concave densities (1)

Papers

Adaptive Convergence Rates for Log-Concave Maximum Likelihood AISTATS 2025 Chain of Log-Concave Markov Chains ICLR 2024 Implicit Langevin Algorithms for Sampling From Log-concave Densities JMLR 2021 Global Convergence of Least Squares EM for Demixing Two Log-Concave Densities NeurIPS 2019 Near-Optimal Sample Complexity Bounds for Maximum Likelihood Estimation of Multivariate Log-concave Densities COLT 2018 Further and stronger analogy between sampling and optimization: Langevin Monte Carlo and gradient descent COLT 2017 Learning Multivariate Log-concave Distributions COLT 2017 Sparse/Robust Estimation and Kalman Smoothing with Nonsmooth Log-Concave Densities: Modeling, Computation, and Theory JMLR 2013