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Time Series Analysis

826 directly classified papers

Papers per year

Papers

Algorithms for Estimating Trends in Global Temperature Volatility AAAI 2019
Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic Forecasting AAAI 2019
Forecasting Intra-Hour Imbalances in Electric Power Systems AAAI 2019
Listener Preference on the Local Criterion for Ideal Binary-Masked Speech INTERSPEECH 2019
Diffeomorphic Temporal Alignment Nets NIPS 2019
Similarity Preserving Representation Learning for Time Series Clustering IJCAI 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series NIPS 2019
Learning Hawkes Processes from a handful of events NIPS 2019
RobustTrend: A Huber Loss with a Combined First and Second Order Difference Regularization for Time Series Trend Filtering IJCAI 2019
Using time series and natural language processing to identify viral moments in the 2016 U.S. Presidential Debate NAACL 2019
GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction IJCAI 2019
Confirmatory Bayesian Online Change Point Detection in the Covariance Structure of Gaussian Processes IJCAI 2019
Postfiltering with Complex Spectral Correlations for Speech and Audio Coding INTERSPEECH 2018
Causal Inference in Time Series via Supervised Learning IJCAI 2018
Learning Localized Spatio-Temporal Models From Streaming Data ICML 2018
Spatio-temporal Bayesian On-line Changepoint Detection with Model Selection ICML 2018
Bayesian Nonparametric Poisson-Process Allocation for Time-Sequence Modeling AISTATS 2018
Time Series Chains: A Novel Tool for Time Series Data Mining IJCAI 2018
Missing Slice Recovery for Tensors Using a Low-Rank Model in Embedded Space CVPR 2018
Accurate and Diverse Sampling of Sequences Based on a “Best of Many” Sample Objective CVPR 2018
Learning Low-Dimensional Temporal Representations ICML 2018
Taylor’s law for Human Linguistic Sequences ACL 2018
State Space Gaussian Processes with Non-Gaussian Likelihood ICML 2018
Bayesian Alignments of Warped Multi-Output Gaussian Processes NIPS 2018
NeuCast: Seasonal Neural Forecast of Power Grid Time Series IJCAI 2018