← Optimization & Theory
Machine Learning › Optimization & Theory ›

Stochastic Processes

2667 directly classified papers

Papers per year

Papers

When are Kalman-Filter Restless Bandits Indexable? NIPS 2015
Direct Density-Derivative Estimation and Its Application in KL-Divergence Approximation AISTATS 2015
Non-Uniform Stochastic Average Gradient Method for Training Conditional Random Fields AISTATS 2015
Safe Exploration for Optimization with Gaussian Processes ICML 2015
Markov Chain Monte Carlo and Variational Inference: Bridging the Gap ICML 2015
Variational Inference with Normalizing Flows ICML 2015
An Empirical Study of Stochastic Variational Inference Algorithms for the Beta Bernoulli Process ICML 2015
A trust-region method for stochastic variational inference with applications to streaming data ICML 2015
COEVOLVE: A Joint Point Process Model for Information Diffusion and Network Co-evolution NIPS 2015
Variational Dropout and the Local Reparameterization Trick NIPS 2015
On Convergence of Emphatic Temporal-Difference Learning COLT 2015
On the Rate of Convergence and Error Bounds for LSTD(λ) ICML 2015
On TD(0) with function approximation: Concentration bounds and a centered variant with exponential convergence ICML 2015
A Gaussian Process Latent Variable Model for BRDF Inference ICCV 2015
Inverting RANSAC: Global Model Detection via Inlier Rate Estimation CVPR 2015
Accurate and conservative estimates of MRF log-likelihood using reverse annealing AISTATS 2015
Finite-Time Analysis of Projected Langevin Monte Carlo NIPS 2015
Cascading Bandits: Learning to Rank in the Cascade Model ICML 2015
A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models AISTATS 2015
Global Convergence of Stochastic Gradient Descent for Some Non-convex Matrix Problems ICML 2015
Links Between Multiplicity Automata, Observable Operator Models and Predictive State Representations -- a Unified Learning Framework JMLR 2015
Convergence rates of sub-sampled Newton methods NIPS 2015
Fast Bidirectional Probability Estimation in Markov Models NIPS 2015
Sparse Dueling Bandits AISTATS 2015
A Linear Dynamical System Model for Text ICML 2015