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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

Convex Optimization with Unbounded Nonconvex Oracles using Simulated Annealing COLT 2018
Entropy Rate Estimation for Markov Chains with Large State Space NIPS 2018
Gen-Oja: Simple & Efficient Algorithm for Streaming Generalized Eigenvector Computation NIPS 2018
A Faster Sampling Algorithm for Spherical $k$-means ACML 2018
Estimation of Markov Chain via Rank-Constrained Likelihood ICML 2018
Beyond Log-concavity: Provable Guarantees for Sampling Multi-modal Distributions using Simulated Tempering Langevin Monte Carlo NIPS 2018
Point process latent variable models of larval zebrafish behavior NIPS 2018
How Deep Are Deep Gaussian Processes? JMLR 2018
Deep Generative Markov State Models NIPS 2018
Integrating Specialized Classifiers Based on Continuous Time Markov Chain IJCAI 2017
The Mixing of Markov Chains on Linear Extensions in Practice IJCAI 2017
Non-convex learning via Stochastic Gradient Langevin Dynamics: a nonasymptotic analysis COLT 2017
SPMC: Socially-Aware Personalized Markov Chains for Sparse Sequential Recommendation IJCAI 2017
Diffusion Approximations for Online Principal Component Estimation and Global Convergence NIPS 2017
MCMLSD: A Dynamic Programming Approach to Line Segment Detection CVPR 2017
Superpixel-Based Tracking-By-Segmentation Using Markov Chains CVPR 2017
Parameter identification in Markov chain choice models ALT 2017
Player Movement Models for Video Game Level Generation IJCAI 2017
Stochastic Variational Inference for the HDP-HMM AISTATS 2016
Universal Approximation Results for the Temporal Restricted Boltzmann Machine and the Recurrent Temporal Restricted Boltzmann Machine JMLR 2016
Markov Latent Feature Models ICML 2016
Slice Sampling on Hamiltonian Trajectories ICML 2016
On Mixtures of Markov Chains NIPS 2016
Pairwise Choice Markov Chains NIPS 2016
Optimal Tagging with Markov Chain Optimization NIPS 2016