change point detection

Asymptotically consistent estimation of the number of change points in highly dependent time series ICML 2014 Dynamic Programming Boosting for Discriminative Macro-Action Discovery ICML 2014 Large-Margin Metric Learning for Constrained Partitioning Problems ICML 2014 Bayesian inference as iterated random functions with applications to sequential inference in graphical models NeurIPS 2013 Changepoint Detection over Graphs with the Spectral Scan Statistic AISTATS 2013 Learning Sparse Penalties for Change-point Detection using Max Margin Interval Regression ICML 2013 Online Variational Approximations to non-Exponential Family Change Point Models: With Application to Radar Tracking NeurIPS 2013 Thompson Sampling in Switching Environments with Bayesian Online Change Detection AISTATS 2013 Bayesian Inference for Change Points in Dynamical Systems with Reusable States - a Chinese Restaurant Process Approach AISTATS 2012 Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters AISTATS 2012 Density-Difference Estimation NeurIPS 2012 Locating Changes in Highly Dependent Data with Unknown Number of Change Points NeurIPS 2012 Estimating Diffusion Probability Changes for AsIC-SIS Model from Information Diffusion Results ACML 2011 Inference in continuous-time change-point models NeurIPS 2011 Shaping Level Sets with Submodular Functions NeurIPS 2011 A Bayesian Approach to Concept Drift NeurIPS 2010 Constructing Skill Trees for Reinforcement Learning Agents from Demonstration Trajectories NeurIPS 2010 Fast detection of multiple change-points shared by many signals using group LARS NeurIPS 2010 A Neural Implementation of the Kalman Filter NeurIPS 2009 Non-stationary continuous dynamic Bayesian networks NeurIPS 2009 Kernel Change-point Analysis NeurIPS 2008 Catching Change-points with Lasso NeurIPS 2007 Change Point Problems in Linear Dynamical Systems JMLR 2005