Deep learning for time series classification: a review

Deep learning for time series classification: a review

12 September 2018

Hassan Ismail Fawaz

Germain Forestier

Pierre-Alain Muller

Papers citing "Deep learning for time series classification: a review"

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Title
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Aymeric Dieuleveut Martin Jaggi SSL AI4TS 6 362 0 30 Jan 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 11 1,339 0 10 Jan 2019
Imputation of Clinical Covariates in Time Series Dimitris Bertsimas Agni Orfanoudaki C. Pawlowski 17 32 0 02 Dec 2018
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series Charlotte Pelletier Geoffrey I. Webb F. Petitjean 10 429 0 26 Nov 2018
Transfer learning for time series classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS 10 233 0 05 Nov 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 14 149 0 18 Jun 2018
Reservoir computing approaches for representation and classification of multivariate time series F. Bianchi Simone Scardapane Sigurd Løkse Robert Jenssen AI4TS 14 137 0 21 Mar 2018
Representation Learning with Deconvolution for Multivariate Time Series Classification and Visualization Zhiguang Wang Wei Song Lu Liu Fan Zhang Junxiao Xue Yangdong Ye Ming Fan Mingliang Xu AI4TS FAtt 31 23 0 24 Oct 2016
Imaging Time-Series to Improve Classification and Imputation Zhiguang Wang Tim Oates AI4TS 33 556 0 01 Jun 2015
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 238 13,283 0 25 Aug 2014