Stochastic Methods

Data-Driven Inventory Management and Dynamic Pricing Competition on Online Marketplaces IJCAI 2018 Dependent Relational Gamma Process Models for Longitudinal Networks ICML 2018 Dimensionality Reduction for Stationary Time Series via Stochastic Nonconvex Optimization NeurIPS 2018 Directionally Controlled Time-of-Flight Ranging for Mobile Sensing Platforms RSS 2018 Dissipativity Theory for Accelerating Stochastic Variance Reduction: A Unified Analysis of SVRG and Katyusha Using Semidefinite Programs ICML 2018 Distributed Asynchronous Optimization with Unbounded Delays: How Slow Can You Go? ICML 2018 Distributed Multi-Player Bandits - a Game of Thrones Approach NeurIPS 2018 Distributed Proximal Gradient Algorithm for Partially Asynchronous Computer Clusters JMLR 2018 Do Less, Get More: Streaming Submodular Maximization with Subsampling NeurIPS 2018 Double Auctions in Markets for Multiple Kinds of Goods IJCAI 2018 Dynamic Resource Routing using Real-Time Dynamic Programming IJCAI 2018 Efficient Adaptive Online Learning via Frequent Directions IJCAI 2018 Efficient Attributed Network Embedding via Recursive Randomized Hashing IJCAI 2018 Efficient Language Model Adaptation with Noise Contrastive Estimation and Kullback-Leibler Regularization Interspeech 2018 Efficient Localized Inference for Large Graphical Models IJCAI 2018 Efficient Online Portfolio with Logarithmic Regret NeurIPS 2018 Efficient Symbolic Integration for Probabilistic Inference IJCAI 2018 Error Estimation for Randomized Least-Squares Algorithms via the Bootstrap ICML 2018 Evolutionary Stochastic Gradient Descent for Optimization of Deep Neural Networks NeurIPS 2018 Expectation Optimization with Probabilistic Guarantees in POMDPs with Discounted-Sum Objectives IJCAI 2018 Exploiting Stochasticity for the Control of Transitions in Gyre Flows RSS 2018 Faster Derivative-Free Stochastic Algorithm for Shared Memory Machines ICML 2018 Fast MCMC Sampling Algorithms on Polytopes JMLR 2018 Fast Rates of ERM and Stochastic Approximation: Adaptive to Error Bound Conditions NeurIPS 2018 Fast Variance Reduction Method with Stochastic Batch Size ICML 2018