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Stochastic Methods

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Papers

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