Time Series Analysis

Transition Matrix Estimation in High Dimensional Time Series ICML 2013 Adaptive Learning of Smoothing Functions: Application to Electricity Load Forecasting NeurIPS 2012 Causal discovery with scale-mixture model for spatiotemporal variance dependencies NeurIPS 2012 Density-Difference Estimation NeurIPS 2012 Efficient Gaussian Process Inference for Short-Scale Spatio-Temporal Modeling AISTATS 2012 Expectation Propagation in Gaussian Process Dynamical Systems NeurIPS 2012 Finding Recurrent Patterns from Continuous Sign Language Sentences for Automated Extraction of Signs JMLR 2012 Gaussian Processes for time-marked time-series data AISTATS 2012 Learning High-Density Regions for a Generalized Kolmogorov-Smirnov Test in High-Dimensional Data NeurIPS 2012 Learning Probability Measures with respect to Optimal Transport Metrics NeurIPS 2012 Learning Temporal Association Rules on Symbolic Time Sequences ACML 2012 Locating Changes in Highly Dependent Data with Unknown Number of Change Points NeurIPS 2012 Multiplicative Forests for Continuous-Time Processes NeurIPS 2012 Online allocation and homogeneous partitioning for piecewise constant mean-approximation NeurIPS 2012 Patient Risk Stratification for Hospital-Associated C. diff as a Time-Series Classification Task NeurIPS 2012 Reducing statistical time-series problems to binary classification NeurIPS 2012 Spectral learning of linear dynamics from generalised-linear observations with application to neural population data NeurIPS 2012 A Model for Temporal Dependencies in Event Streams NeurIPS 2011 Continuous-Time Regression Models for Longitudinal Networks NeurIPS 2011 Gaussian process modulated renewal processes NeurIPS 2011 Inference in continuous-time change-point models NeurIPS 2011 Learning Auto-regressive Models from Sequence and Non-sequence Data NeurIPS 2011 Priors over Recurrent Continuous Time Processes NeurIPS 2011 Probabilistic amplitude and frequency demodulation NeurIPS 2011 Relative Density-Ratio Estimation for Robust Distribution Comparison NeurIPS 2011