Stochastic Methods

Stochastic convex optimization with bandit feedback NeurIPS 2011 Variance Reduction in Monte-Carlo Tree Search NeurIPS 2011 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 Approximation of hidden Markov models by mixtures of experts with application to particle filtering AISTATS 2010 Assessing Optimal Assignment under Uncertainty: An Interval-based Algorithm RSS 2010 Conditional Density Estimation via Least-Squares Density Ratio Estimation AISTATS 2010 Dynamic Constraint-based Optimal Shape Trajectory Planner for Shape-Accelerated Underactuated Balancing Systems RSS 2010 High-dimensional Variable Selection with Sparse Random Projections: Measurement Sparsity and Statistical Efficiency JMLR 2010 Importance Sampling for Continuous Time Bayesian Networks JMLR 2010 Improving the Asymptotic Performance of Markov Chain Monte-Carlo by Inserting Vortices NeurIPS 2010 Incremental Sampling-based Algorithms for Optimal Motion Planning RSS 2010 libDAI: A Free and Open Source C++ Library for Discrete Approximate Inference in Graphical Models JMLR 2010 LQG-MP: Optimized Path Planning for Robots with Motion Uncertainty and Imperfect State Information RSS 2010 Maximum-likelihood learning of cumulative distribution functions on graphs AISTATS 2010 Network Flow Algorithms for Structured Sparsity NeurIPS 2010 Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable NeurIPS 2010 Parallelized Stochastic Gradient Descent NeurIPS 2010 Parametric Bandits: The Generalized Linear Case NeurIPS 2010 Random Walk Approach to Regret Minimization NeurIPS 2010 Regret Bounds for Gaussian Process Bandit Problems AISTATS 2010 Restricted Eigenvalue Properties for Correlated Gaussian Designs JMLR 2010 Short-term memory in neuronal networks through dynamical compressed sensing NeurIPS 2010 Stochastic Modeling of the Expected Time to Search for an Intermittent Signal Source Under a Limited Sensing Range RSS 2010 Throttling Poisson Processes NeurIPS 2010