Stochastic Processes

Kernel Topic Models AISTATS 2012 Learning with Partially Absorbing Random Walks NeurIPS 2012 Manifold Identification in Dual Averaging for Regularized Stochastic Online Learning JMLR 2012 MCMC for continuous-time discrete-state systems NeurIPS 2012 Memory-efficient inference in dynamic graphical models using multiple cores AISTATS 2012 Modeling and Prediction of Pedestrian Behavior based on the Sub-goal Concept RSS 2012 Modelling Reciprocating Relationships with Hawkes Processes NeurIPS 2012 Oger: Modular Learning Architectures For Large-Scale Sequential Processing JMLR 2012 On Average Reward Policy Evaluation in Infinite-State Partially Observable Systems AISTATS 2012 Online Clustering of Processes AISTATS 2012 On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization NeurIPS 2012 On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes NeurIPS 2012 Practical Route Planning Under Delay Uncertainty: Stochastic Shortest Path Queries RSS 2012 Robustness and risk-sensitivity in Markov decision processes NeurIPS 2012 Scalable imputation of genetic data with a discrete fragmentation-coagulation process NeurIPS 2012 Scalable Inference on Kingman’s Coalescent using Pair Similarity AISTATS 2012 Sparse Approximate Manifolds for Differential Geometric MCMC NeurIPS 2012 Stick-Breaking Beta Processes and the Poisson Process AISTATS 2012 Synchronization can Control Regularization in Neural Systems via Correlated Noise Processes NeurIPS 2012 The Coloured Noise Expansion and Parameter Estimation of Diffusion Processes NeurIPS 2012 A Bayesian Approximation Method for Online Ranking JMLR 2011 A Brain-Machine Interface Operating with a Real-Time Spiking Neural Network Control Algorithm NeurIPS 2011 Accelerated Adaptive Markov Chain for Partition Function Computation NeurIPS 2011 A General Linear Non-Gaussian State-Space Model: Identifiability, Identification, and Applications ACML 2011 Analytical Results for the Error in Filtering of Gaussian Processes NeurIPS 2011