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Stochastic Processes

2,667 papers

Papers per year

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60
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Papers

Fast MCMC Sampling for Markov Jump Processes and Extensions JMLR 2013
Adaptive Estimation of Measurement Bias in Three-Dimensional Field Sensors with Angular Rate Sensors: Theory and Comparative Experimental Evaluation RSS 2013
Efficient high dimensional maximum entropy modeling via symmetric partition functions NIPS 2012
On-line Reinforcement Learning Using Incremental Kernel-Based Stochastic Factorization NIPS 2012
Compressive neural representation of sparse, high-dimensional probabilities NIPS 2012
Modelling Reciprocating Relationships with Hawkes Processes NIPS 2012
Ancestor Sampling for Particle Gibbs NIPS 2012
Sparse Approximate Manifolds for Differential Geometric MCMC NIPS 2012
Learning with Partially Absorbing Random Walks NIPS 2012
Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button NIPS 2012
The Coloured Noise Expansion and Parameter Estimation of Diffusion Processes NIPS 2012
MCMC for continuous-time discrete-state systems NIPS 2012
Scalable imputation of genetic data with a discrete fragmentation-coagulation process NIPS 2012
Delay Compensation with Dynamical Synapses NIPS 2012
On the Use of Non-Stationary Policies for Stationary Infinite-Horizon Markov Decision Processes NIPS 2012
Forward-Backward Activation Algorithm for Hierarchical Hidden Markov Models NIPS 2012
A Marginalized Particle Gaussian Process Regression NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
Robustness and risk-sensitivity in Markov decision processes NIPS 2012
Entangled Monte Carlo NIPS 2012
Finite Sample Convergence Rates of Zero-Order Stochastic Optimization Methods NIPS 2012
Synchronization can Control Regularization in Neural Systems via Correlated Noise Processes NIPS 2012
Memory-efficient inference in dynamic graphical models using multiple cores AISTATS 2012
Adaptive Metropolis with Online Relabeling AISTATS 2012
Scalable Inference on Kingman’s Coalescent using Pair Similarity AISTATS 2012