Stochastic Processes

The Scaling Limit of High-Dimensional Online Independent Component Analysis NeurIPS 2017 The Simulator: Understanding Adaptive Sampling in the Moderate-Confidence Regime COLT 2017 Tight Bounds for Bandit Combinatorial Optimization COLT 2017 Tomography of the London Underground: a Scalable Model for Origin-Destination Data NeurIPS 2017 Towards Instance Optimal Bounds for Best Arm Identification COLT 2017 Tracking the Evolution of Customer Purchase Behavior Segmentation via a Fragmentation-Coagulation Process IJCAI 2017 Uncertainty Decoding with Adaptive Sampling for Noise Robust DNN-Based Acoustic Modeling Interspeech 2017 Uncovering Causality from Multivariate Hawkes Integrated Cumulants ICML 2017 Unsupervised Sequential Sensor Acquisition AISTATS 2017 Variational Inference for Sparse and Undirected Models ICML 2017 Variational Particle Approximations JMLR 2017 Variational Walkback: Learning a Transition Operator as a Stochastic Recurrent Net NeurIPS 2017 WALKING WALKing walking: Action Recognition from Action Echoes IJCAI 2017 Why ADAGRAD Fails for Online Topic Modeling EMNLP 2017 Zonotope Hit-and-run for Efficient Sampling from Projection DPPs ICML 2017 A Comprehensive Linear Speedup Analysis for Asynchronous Stochastic Parallel Optimization from Zeroth-Order to First-Order NeurIPS 2016 Adaptive Concentration Inequalities for Sequential Decision Problems NeurIPS 2016 A state-space model of cross-region dynamic connectivity in MEG/EEG NeurIPS 2016 A Template-Based Approach for Speech Synthesis Intonation Generation Using LSTMs Interspeech 2016 A Variational Analysis of Stochastic Gradient Algorithms ICML 2016 A Variational Approach to Path Estimation and Parameter Inference of Hidden Diffusion Processes JMLR 2016 Bayesian Language Model based on Mixture of Segmental Contexts for Spontaneous Utterances with Unexpected Words COLING 2016 Bridging the Gap between Stochastic Gradient MCMC and Stochastic Optimization AISTATS 2016 Combinatorial semi-bandit with known covariance NeurIPS 2016 Complexity in Prosody: A Nonlinear Dynamical Systems Approach for Dyadic Conversations; Behavior and Outcomes in Couples Therapy Interspeech 2016