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Stochastic Processes

2667 directly classified papers

Papers per year

Papers

Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes ICML 2013
Top-down particle filtering for Bayesian decision trees ICML 2013
Robustness and risk-sensitivity in Markov decision processes NIPS 2012
Finite Sample Convergence Rates of Zero-Order Stochastic Optimization Methods NIPS 2012
Forward-Backward Activation Algorithm for Hierarchical Hidden Markov Models NIPS 2012
Scalable imputation of genetic data with a discrete fragmentation-coagulation process NIPS 2012
Synchronization can Control Regularization in Neural Systems via Correlated Noise Processes NIPS 2012
Entangled Monte Carlo NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
A Marginalized Particle Gaussian Process Regression NIPS 2012
Delay Compensation with Dynamical Synapses NIPS 2012
MCMC for continuous-time discrete-state systems NIPS 2012
Learning with Partially Absorbing Random Walks NIPS 2012
Compressive neural representation of sparse, high-dimensional probabilities NIPS 2012
The Coloured Noise Expansion and Parameter Estimation of Diffusion Processes NIPS 2012
Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button NIPS 2012
Sparse Approximate Manifolds for Differential Geometric MCMC NIPS 2012
Ancestor Sampling for Particle Gibbs NIPS 2012
Modelling Reciprocating Relationships with Hawkes Processes NIPS 2012
On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization NIPS 2012
Efficient high dimensional maximum entropy modeling via symmetric partition functions NIPS 2012
Kernel Topic Models AISTATS 2012
Bayesian Inference for Change Points in Dynamical Systems with Reusable States - a Chinese Restaurant Process Approach AISTATS 2012
Oger: Modular Learning Architectures For Large-Scale Sequential Processing JMLR 2012
Entropy Search for Information-Efficient Global Optimization JMLR 2012