conftrace_

multivariate time series

139 papers

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Also known as

MTS

Co-occurring keywords

time series forecasting (364) attention mechanism (4001) anomaly detection (747) representation learning (6206) graph neural network (3962) convolutional neural network (4226) time series classification (97) time series (435) time series imputation (19) transformer architecture (1560)

Papers

Hierarchical Deep Generative Models for Multi-Rate Multivariate Time Series ICML 2018
Seglearn: A Python Package for Learning Sequences and Time Series JMLR 2018
Temporally-Reweighted Chinese Restaurant Process Mixtures for Clustering, Imputing, and Forecasting Multivariate Time Series AISTATS 2018
Random projection design for scalable implicit smoothing of randomly observed stochastic processes AISTATS 2017
WALKING WALKing walking: Action Recognition from Action Echoes IJCAI 2017
Learning Complex Uncertain States Changes via Asymmetric Hidden Markov Models: an Industrial Case PGM 2016
Bayesian Networks: a Combined Tuning Heuristic PGM 2016
Locally Adaptive Factor Processes for Multivariate Time Series JMLR 2014
Sparse Principal Component Analysis for High Dimensional Multivariate Time Series AISTATS 2013
Dynamic Copula Networks for Modeling Real-valued Time Series AISTATS 2013
Stationary-Sparse Causality Network Learning JMLR 2013
Locally Adaptive Bayesian Multivariate Time Series NIPS 2013
Dynamic Covariance Models for Multivariate Financial Time Series ICML 2013
Graphical Gaussian modelling of multivariate time series with latent variables AISTATS 2010