Stochastic Processes

Spectral Learning of Dynamic Systems from Nonequilibrium Data NeurIPS 2016 Stability of Controllers for Gaussian Process Forward Models ICML 2016 Stance Classification in Rumours as a Sequential Task Exploiting the Tree Structure of Social Media Conversations COLING 2016 Statistical Modeling of Speaker’s Voice with Temporal Co-Location for Active Voice Authentication Interspeech 2016 Stochastically Transitive Models for Pairwise Comparisons: Statistical and Computational Issues ICML 2016 Stochastic Gradient Geodesic MCMC Methods NeurIPS 2016 Structure Discovery in Bayesian Networks by Sampling Partial Orders JMLR 2016 Structure Learning in Bayesian Networks of a Moderate Size by Efficient Sampling JMLR 2016 Synthesis of MCMC and Belief Propagation NeurIPS 2016 The Forget-me-not Process NeurIPS 2016 Threshold Learning for Optimal Decision Making NeurIPS 2016 Time series prediction and online learning COLT 2016 Universal Models of Multivariate Temporal Point Processes AISTATS 2016 Using Social Dynamics to Make Individual Predictions: Variational Inference with a Stochastic Kinetic Model NeurIPS 2016 Variance Reduction in Stochastic Gradient Langevin Dynamics NeurIPS 2016 Visual Dynamics: Probabilistic Future Frame Synthesis via Cross Convolutional Networks NeurIPS 2016 Weak Convergence Properties of Constrained Emphatic Temporal-difference Learning with Constant and Slowly Diminishing Stepsize JMLR 2016 Accurate and conservative estimates of MRF log-likelihood using reverse annealing AISTATS 2015 A Gaussian Process Latent Variable Model for BRDF Inference ICCV 2015 A Linear Dynamical System Model for Text ICML 2015 An Empirical Study of Stochastic Variational Inference Algorithms for the Beta Bernoulli Process ICML 2015 A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models AISTATS 2015 A Theory of Decision Making Under Dynamic Context NeurIPS 2015 Atomic Spatial Processes ICML 2015 A trust-region method for stochastic variational inference with applications to streaming data ICML 2015