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Time Series Analysis

826 directly classified papers

Papers per year

Papers

Statistical analysis of coupled time series with Kernel Cross-Spectral Density operators. NIPS 2013
DYNACARE: Dynamic Cardiac Arrest Risk Estimation AISTATS 2013
Learning Social Infectivity in Sparse Low-rank Networks Using Multi-dimensional Hawkes Processes AISTATS 2013
Locally Adaptive Bayesian Multivariate Time Series NIPS 2013
Transition Matrix Estimation in High Dimensional Time Series ICML 2013
Sparse Adaptive Dirichlet-Multinomial-like Processes COLT 2013
Event Recognition in Photo Collections with a Stopwatch HMM ICCV 2013
Forecastable Component Analysis ICML 2013
Sparse Principal Component Analysis for High Dimensional Multivariate Time Series AISTATS 2013
Causal Inference on Time Series using Restricted Structural Equation Models NIPS 2013
Optimally Fuzzy Temporal Memory JMLR 2013
A Binary-Classification-Based Metric between Time-Series Distributions and Its Use in Statistical and Learning Problems JMLR 2013
Dynamic Copula Networks for Modeling Real-valued Time Series AISTATS 2013
Locating Changes in Highly Dependent Data with Unknown Number of Change Points NIPS 2012
Expectation Propagation in Gaussian Process Dynamical Systems NIPS 2012
Finding Recurrent Patterns from Continuous Sign Language Sentences for Automated Extraction of Signs JMLR 2012
Reducing statistical time-series problems to binary classification NIPS 2012
Adaptive Learning of Smoothing Functions: Application to Electricity Load Forecasting NIPS 2012
Spectral learning of linear dynamics from generalised-linear observations with application to neural population data NIPS 2012
Learning Temporal Association Rules on Symbolic Time Sequences ACML 2012
Online allocation and homogeneous partitioning for piecewise constant mean-approximation NIPS 2012
Patient Risk Stratification for Hospital-Associated C. diff as a Time-Series Classification Task NIPS 2012
Gaussian Processes for time-marked time-series data AISTATS 2012
Efficient Gaussian Process Inference for Short-Scale Spatio-Temporal Modeling AISTATS 2012
Density-Difference Estimation NIPS 2012