Time Series

Patient Risk Stratification for Hospital-Associated C. diff as a Time-Series Classification Task NeurIPS 2012 A More Powerful Two-Sample Test in High Dimensions using Random Projection NeurIPS 2011 Continuous-Time Regression Models for Longitudinal Networks NeurIPS 2011 Dynamical segmentation of single trials from population neural data NeurIPS 2011 Inference in continuous-time change-point models NeurIPS 2011 Learning Auto-regressive Models from Sequence and Non-sequence Data NeurIPS 2011 Maximum Covariance Unfolding : Manifold Learning for Bimodal Data NeurIPS 2011 Multilinear Subspace Regression: An Orthogonal Tensor Decomposition Approach NeurIPS 2011 Signal Estimation Under Random Time-Warpings and Nonlinear Signal Alignment NeurIPS 2011 A Bayesian Approach to Concept Drift NeurIPS 2010 Block Variable Selection in Multivariate Regression and High-dimensional Causal Inference NeurIPS 2010 Joint Analysis of Time-Evolving Binary Matrices and Associated Documents NeurIPS 2010 Movement extraction by detecting dynamics switches and repetitions NeurIPS 2010 On the Convexity of Latent Social Network Inference NeurIPS 2010 Sample Complexity of Testing the Manifold Hypothesis NeurIPS 2010 Canonical Time Warping for Alignment of Human Behavior NeurIPS 2009 Non-stationary continuous dynamic Bayesian networks NeurIPS 2009 Sharing Features among Dynamical Systems with Beta Processes NeurIPS 2009 Statistical Consistency of Top-k Ranking NeurIPS 2009 Variational Gaussian-process factor analysis for modeling spatio-temporal data NeurIPS 2009 White Functionals for Anomaly Detection in Dynamical Systems NeurIPS 2009 Efficient Inference in Phylogenetic InDel Trees NeurIPS 2008 Kernel-ARMA for Hand Tracking and Brain-Machine interfacing During 3D Motor Control NeurIPS 2008 Non-stationary dynamic Bayesian networks NeurIPS 2008 Probabilistic detection of short events, with application to critical care monitoring NeurIPS 2008