Stochastic Methods

Covariance-Controlled Adaptive Langevin Thermostat for Large-Scale Bayesian Sampling NeurIPS 2015 Enabling scalable stochastic gradient-based inference for Gaussian processes by employing the Unbiased LInear System SolvEr (ULISSE) ICML 2015 Fast and Accurate Inference of Plackett–Luce Models NeurIPS 2015 Finite-Time Analysis of Projected Langevin Monte Carlo NeurIPS 2015 Generalized Tensor Total Variation Minimization for Visual Data Recovery CVPR 2015 Gradient Estimation Using Stochastic Computation Graphs NeurIPS 2015 Hilbert maps: scalable continuous occupancy mapping with stochastic gradient descent RSS 2015 Inference in a Partially Observed Queuing Model with Applications in Ecology ICML 2015 Joint Inference of Groups, Events and Human Roles in Aerial Videos CVPR 2015 Learning Fast-Mixing Models for Structured Prediction ICML 2015 Learning with Incremental Iterative Regularization NeurIPS 2015 Local Expectation Gradients for Black Box Variational Inference NeurIPS 2015 Local Smoothness in Variance Reduced Optimization NeurIPS 2015 Nested Sequential Monte Carlo Methods ICML 2015 On Identifying Good Options under Combinatorially Structured Feedback in Finite Noisy Environments ICML 2015 On Variance Reduction in Stochastic Gradient Descent and its Asynchronous Variants NeurIPS 2015 Particle Gibbs with Ancestor Sampling for Probabilistic Programs AISTATS 2015 Quartz: Randomized Dual Coordinate Ascent with Arbitrary Sampling NeurIPS 2015 Reflection, Refraction, and Hamiltonian Monte Carlo NeurIPS 2015 Scale Up Nonlinear Component Analysis with Doubly Stochastic Gradients NeurIPS 2015 SGD Algorithms based on Incomplete U-statistics: Large-Scale Minimization of Empirical Risk NeurIPS 2015 Similarity-based Contrastive Divergence Methods for Energy-based Deep Learning Models ACML 2015 Stochastic Dual Coordinate Ascent with Adaptive Probabilities ICML 2015 Stochastic Online Greedy Learning with Semi-bandit Feedbacks NeurIPS 2015 Stochastic Optimization with Importance Sampling for Regularized Loss Minimization ICML 2015