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markov chain

207 papers

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MC

Co-occurring keywords

markov chain monte carlo (725) mixing time (70) stochastic optimization (1060) stochastic process (388) stochastic approximation (101) bayesian inference (1907) stochastic gradient descent (1091) generative model (2892) variational inference (2069) stationary distribution (35)

Papers

Consistently Estimating Markov Chains with Noisy Aggregate Data AISTATS 2016
Finite-Time Analysis of Projected Langevin Monte Carlo NIPS 2015
Nonparametric Bayesian Factor Analysis for Dynamic Count Matrices AISTATS 2015
Variational Generative Stochastic Networks with Collaborative Shaping ICML 2015
On TD(0) with function approximation: Concentration bounds and a centered variant with exponential convergence ICML 2015
Variance Reduction via Antithetic Markov Chains AISTATS 2015
Similarity-based Contrastive Divergence Methods for Energy-based Deep Learning Models ACML 2015
Theoretical Limits of Speed and Resolution for Kinodynamic Planning in a Poisson Forest RSS 2015
Fast Bidirectional Probability Estimation in Markov Models NIPS 2015
Efficient Learning of Continuous-Time Hidden Markov Models for Disease Progression NIPS 2015
Fast and Accurate Inference of Plackett–Luce Models NIPS 2015
Robust Policies via Meshing for Metastable Rough Terrain Walking RSS 2014
Lower Bounds for the Gibbs Sampler over Mixtures of Gaussians ICML 2014
Hamiltonian Monte Carlo Without Detailed Balance ICML 2014
Positive Curvature and Hamiltonian Monte Carlo NIPS 2014
Deep Generative Stochastic Networks Trainable by Backprop ICML 2014
Solving inverse problem of Markov chain with partial observations NIPS 2013
Fast Determinantal Point Process Sampling with Application to Clustering NIPS 2013
Central Limit Theorems for Conditional Markov Chains AISTATS 2013
Spike train entropy-rate estimation using hierarchical Dirichlet process priors NIPS 2013
Computing the Stationary Distribution Locally NIPS 2013
Analyzing Hogwild Parallel Gaussian Gibbs Sampling NIPS 2013
Projecting Ising Model Parameters for Fast Mixing NIPS 2013
Better Mixing via Deep Representations ICML 2013
Mixing Properties of Conditional Markov Chains with Unbounded Feature Functions NIPS 2012