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Stochastic Methods

2,788 papers

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Papers

Short-term memory in neuronal networks through dynamical compressed sensing NIPS 2010
Network Flow Algorithms for Structured Sparsity NIPS 2010
Improving the Asymptotic Performance of Markov Chain Monte-Carlo by Inserting Vortices NIPS 2010
Parallelized Stochastic Gradient Descent NIPS 2010
Random Walk Approach to Regret Minimization NIPS 2010
Throttling Poisson Processes NIPS 2010
Parametric Bandits: The Generalized Linear Case NIPS 2010
Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable NIPS 2010
Regret Bounds for Gaussian Process Bandit Problems AISTATS 2010
Maximum-likelihood learning of cumulative distribution functions on graphs AISTATS 2010
Approximation of hidden Markov models by mixtures of experts with application to particle filtering AISTATS 2010
A generalization of the Multiple-try Metropolis algorithm for Bayesian estimation and model selection AISTATS 2010
Approximate parameter inference in a stochastic reaction-diffusion model AISTATS 2010
Conditional Density Estimation via Least-Squares Density Ratio Estimation AISTATS 2010
Importance Sampling for Continuous Time Bayesian Networks JMLR 2010
libDAI: A Free and Open Source C++ Library for Discrete Approximate Inference in Graphical Models JMLR 2010
Restricted Eigenvalue Properties for Correlated Gaussian Designs JMLR 2010
High-dimensional Variable Selection with Sparse Random Projections: Measurement Sparsity and Statistical Efficiency JMLR 2010
Assessing Optimal Assignment under Uncertainty: An Interval-based Algorithm RSS 2010
LQG-MP: Optimized Path Planning for Robots with Motion Uncertainty and Imperfect State Information RSS 2010
Dynamic Constraint-based Optimal Shape Trajectory Planner for Shape-Accelerated Underactuated Balancing Systems RSS 2010
Incremental Sampling-based Algorithms for Optimal Motion Planning RSS 2010
Stochastic Modeling of the Expected Time to Search for an Intermittent Signal Source Under a Limited Sensing Range RSS 2010
Streaming Pointwise Mutual Information NIPS 2009
Information-theoretic lower bounds on the oracle complexity of convex optimization NIPS 2009