conftrace_

stochastic process

388 papers

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SP

Co-occurring keywords

bayesian inference (1907) regret bound (1926) variational inference (2069) markov chain monte carlo (725) online learning (1777) multi-armed bandit (1098) gaussian process (1200) probabilistic modeling (852) markov chain (207) markov decision process (790)

Papers

Fast learning rates with heavy-tailed losses NIPS 2016
Edge-exchangeable graphs and sparsity NIPS 2016
Spectral Learning of Dynamic Systems from Nonequilibrium Data NIPS 2016
Completely random measures for modelling block-structured sparse networks NIPS 2016
Consistent Kernel Mean Estimation for Functions of Random Variables NIPS 2016
Learning Population-Level Diffusions with Generative RNNs ICML 2016
Simulation and Calibration of a Fully Bayesian Marked Multidimensional Hawkes Process with Dissimilar Decays ACML 2016
Global Convergence of Stochastic Gradient Descent for Some Non-convex Matrix Problems ICML 2015
Links Between Multiplicity Automata, Observable Operator Models and Predictive State Representations -- a Unified Learning Framework JMLR 2015
A Spatiotemporal Optimal Stopping Problem for Mission Monitoring with Stationary Viewpoints RSS 2015
When are Kalman-Filter Restless Bandits Indexable? NIPS 2015
Cornering Stationary and Restless Mixing Bandits with Remix-UCB NIPS 2015
Learning Theory and Algorithms for Forecasting Non-stationary Time Series NIPS 2015
Online Optimization : Competing with Dynamic Comparators AISTATS 2015
Adaptive Online Learning NIPS 2015
Human Memory Search as Initial-Visit Emitting Random Walk NIPS 2015
Simple regret for infinitely many armed bandits ICML 2015
Anytime Influence Bounds and the Explosive Behavior of Continuous-Time Diffusion Networks NIPS 2015
Adaptive Stochastic Optimization: From Sets to Paths NIPS 2015
Exponential Integration for Hamiltonian Monte Carlo ICML 2015
Semi-Separable Hamiltonian Monte Carlo for Inference in Bayesian Hierarchical Models NIPS 2014
Efficient Continuous-Time Markov Chain Estimation ICML 2014
A* Sampling NIPS 2014
Nonparametric Bayesian inference on multivariate exponential families NIPS 2014
Rectangular Tiling Process ICML 2014