stochastic process

MoCoGAN: Decomposing Motion and Content for Video Generation CVPR 2018 Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data NeurIPS 2018 Neural Networks for Predicting Algorithm Runtime Distributions IJCAI 2018 On Q-learning Convergence for Non-Markov Decision Processes IJCAI 2018 PCA of high dimensional random walks with comparison to neural network training NeurIPS 2018 Planning and Learning with Stochastic Action Sets IJCAI 2018 Sampling as optimization in the space of measures: The Langevin dynamics as a composite optimization problem COLT 2018 Scalable Gaussian Processes with Grid-Structured Eigenfunctions (GP-GRIEF) ICML 2018 Stochastic gradient descent performs variational inference, converges to limit cycles for deep networks ICLR 2018 Stochastic Variational Video Prediction ICLR 2018 Universal discrete-time reservoir computers with stochastic inputs and linear readouts using non-homogeneous state-affine systems JMLR 2018 Video Prediction via Selective Sampling NeurIPS 2018 A Distributional Perspective on Reinforcement Learning ICML 2017 Distribution of Gaussian Process Arc Lengths AISTATS 2017 Doubly Stochastic Variational Inference for Deep Gaussian Processes NeurIPS 2017 DPSCREEN: Dynamic Personalized Screening NeurIPS 2017 Expectation Propagation with Stochastic Kinetic Model in Complex Interaction Systems NeurIPS 2017 Finite Sample Analysis of the GTD Policy Evaluation Algorithms in Markov Setting NeurIPS 2017 Job Selection in a Network of Autonomous UAVs for Delivery of Goods RSS 2017 Learning Theory for Conditional Risk Minimization AISTATS 2017 Nearly Optimal Sampling Algorithms for Combinatorial Pure Exploration COLT 2017 New Metrics and Algorithms for Stochastic Goal Recognition Design Problems IJCAI 2017 Random projection design for scalable implicit smoothing of randomly observed stochastic processes AISTATS 2017 Regularization and the small-ball method II: complexity dependent error rates JMLR 2017 The Scaling Limit of High-Dimensional Online Independent Component Analysis NeurIPS 2017