Deep learning for time series classification: a review

12 September 2018

Germain Forestier

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

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Fitbeat: COVID-19 Estimation based on Wristband Heart Rate Shuo Liu Jing Han Estela Laporta Puyal S. Kontaxis Shaoxiong Sun ... N. Cummins V. A. Narayan Matthew Hotopf Giancarlo Comi Björn Schuller 18 0 0 19 Apr 2021
An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Dominik Alfke Miriam Gondos Lucile Peroche Martin Stoll AI4TS 29 2 0 16 Apr 2021
HIVE-COTE 2.0: a new meta ensemble for time series classification Matthew Middlehurst J. Large Michael Flynn Jason Lines A. Bostrom A. Bagnall AI4TS 14 173 0 15 Apr 2021
Tracking agitation in people living with dementia in a care environment Shehroz S. Khan Thaejaesh Sooriyakumaran Katherine Rich S. Spasojevic B. Ye Kristine Newman Andrea Iaboni Alex Mihailidis 11 3 0 15 Apr 2021
Process Outcome Prediction: CNN vs. LSTM (with Attention) Hans Weytjens Jochen De Weerdt AI4TS 17 42 0 14 Apr 2021
Neural Network for Weighted Signal Temporal Logic Ruixuan Yan A. Julius AI4TS 14 9 0 08 Apr 2021
OGGN: A Novel Generalized Oracle Guided Generative Architecture for Modelling Inverse Function of Artificial Neural Networks Mohammad Aaftab Mansi Sharma 17 1 0 08 Apr 2021
Autoencoder-based Representation Learning from Heterogeneous Multivariate Time Series Data of Mechatronic Systems Karl-Philipp Kortmann M. Fehsenfeld M. Wielitzka AI4TS 14 2 0 06 Apr 2021
Resource-aware Time Series Imaging Classification for Wireless Link Layer Anomalies Blaž Bertalanič Marko Meza Carolina Fortuna 11 21 0 02 Apr 2021
Learnable Dynamic Temporal Pooling for Time Series Classification Dongha Lee Seonghyeon Lee Hwanjo Yu AI4TS 19 27 0 02 Apr 2021
DEALIO: Data-Efficient Adversarial Learning for Imitation from Observation F. Torabi Garrett A. Warnell Yufei Xu 6 16 0 31 Mar 2021
Attention to Warp: Deep Metric Learning for Multivariate Time Series Shinnosuke Matsuo Xiaomeng Wu Gantugs Atarsaikhan Akisato Kimura K. Kashino Brian Kenji Iwana S. Uchida AI4TS 11 3 0 28 Mar 2021
Gated Transformer Networks for Multivariate Time Series Classification Minghao Liu Shengqi Ren Siyuan Ma Jiahui Jiao Yizhou Chen Zhiguang Wang Wei Song AI4TS 14 101 0 26 Mar 2021
An Experimental Review on Deep Learning Architectures for Time Series Forecasting Pedro Lara-Benítez Manuel Carranza-García José Cristóbal Riquelme Santos AI4TS 9 253 0 22 Mar 2021
Interpretable Feature Construction for Time Series Extrinsic Regression D. Gay A. Bondu V. Lemaire Marc Boullé AI4TS 6 0 0 15 Mar 2021
Depth Evaluation for Metal Surface Defects by Eddy Current Testing using Deep Residual Convolutional Neural Networks Tian Meng Yang Tao Ziqi Chen J. S. Avila Qiaoye Ran ... Qian Zhao Zhijie Zhang Hujun Yin A. Peyton W. Yin 26 19 0 08 Mar 2021
Physical Activity Recognition Based on a Parallel Approach for an Ensemble of Machine Learning and Deep Learning Classifiers Mariem Abid Amal Khabou Y. Ouakrim Hugo Watel Safouene Chemcki A. Mitiche Amel Benazza-Benyahia N. Mezghani 11 5 0 02 Mar 2021
DTW-Merge: A Novel Data Augmentation Technique for Time Series Classification Mohammad Akyash Hoda Mohammadzade H. Behroozi AI4TS 11 5 0 01 Mar 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 17 12 0 20 Feb 2021
Classification of multivariate weakly-labelled time-series with attention S. Rahman Chang Wei Tan 11 0 0 16 Feb 2021
Feature Selection for Multivariate Time Series via Network Pruning Kang Gu Soroush Vosoughi T. Prioleau AI4TS 14 5 0 11 Feb 2021
Causal Inference for Time series Analysis: Problems, Methods and Evaluation Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 54 103 0 11 Feb 2021
Deep Semi-Supervised Learning for Time Series Classification Jann Goschenhofer Rasmus Hvingelby David Rügamer Janek Thomas Moritz Wagner B. Bischl AI4TS 12 12 0 06 Feb 2021
MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification Chang Wei Tan Angus Dempster Christoph Bergmeir Geoffrey I. Webb AI4TS 16 103 0 31 Jan 2021
Low Dimensional Convolutional Neural Network For Solar Flares GOES Time Series Classification Vlad Landa Y. Reuveni BDL 14 13 0 29 Jan 2021
Adjusting for Autocorrelated Errors in Neural Networks for Time Series Fan-Keng Sun C. Lang Duane S. Boning OOD AI4TS 22 28 0 28 Jan 2021
Untargeted, Targeted and Universal Adversarial Attacks and Defenses on Time Series Pradeep Rathore Arghya Basak S. Nistala Venkataramana Runkana AAML 8 25 0 13 Jan 2021
Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach Zhiming Zhang Jin Yan Liangding Li Hong Pan Chuanzhi Dong 11 5 0 11 Jan 2021
Exploring Semi-Supervised Learning for Predicting Listener Backchannels Vidit Jain Maitree Leekha R. Shah Jainendra Shukla 14 14 0 06 Jan 2021
Ensembles of Localised Models for Time Series Forecasting Rakshitha Godahewa Kasun Bandara Geoffrey I. Webb Slawek Smyl Christoph Bergmeir AI4TS 11 35 0 30 Dec 2020
Sensitivity - Local Index to Control Chaoticity or Gradient Globally - K. Shibata Takuya Ejima Yuki Tokumaru Toshitaka Matsuki 14 4 0 24 Dec 2020
Multi-Faceted Representation Learning with Hybrid Architecture for Time Series Classification Zhenyu Liu Jian Cheng AI4TS 9 0 0 21 Dec 2020
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 32 275 0 16 Dec 2020
MEME: Generating RNN Model Explanations via Model Extraction Dmitry Kazhdan B. Dimanov M. Jamnik Pietro Lió LRM 8 13 0 13 Dec 2020
Anomaly Detection in Time Series with Triadic Motif Fields and Application in Atrial Fibrillation ECG Classification Yadong Zhang Xin Chen AI4TS 8 0 0 09 Dec 2020
Optimal Survival Trees Dimitris Bertsimas Jack Dunn Emma Gibson Agni Orfanoudaki 17 21 0 08 Dec 2020
Fully Convolutional Network Bootstrapped by Word Encoding and Embedding for Activity Recognition in Smart Homes Damien Bouchabou S. Nguyen Christopher Lohr Benoit Leduc Ioannis Kanellos 14 29 0 01 Dec 2020
RTFN: A Robust Temporal Feature Network for Time Series Classification Zhiwen Xiao Xin Xu Huanlai Xing Shouxi Luo Penglin Dai Dawei Zhan AI4TS 15 144 0 24 Nov 2020
Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals Tsung-Yu Hsieh Suhang Wang Yiwei Sun Vasant Honavar BDL AI4TS FAtt 8 8 0 23 Nov 2020
Peeking inside the Black Box: Interpreting Deep Learning Models for Exoplanet Atmospheric Retrievals K. H. Yip Q. Changeat N. Nikolaou M. Morvan B. Edwards Ingo P. Waldmann Giovanna Tinetti 14 13 0 23 Nov 2020
A non-autonomous equation discovery method for time signal classification Ryeongkyung Yoon Harish S. Bhat Braxton Osting 9 2 0 22 Nov 2020
Predictive maintenance on event logs: Application on an ATM fleet Antoine Guillaume Christel Vrain Elloumi Wael 14 1 0 22 Nov 2020
On tuning deep learning models: a data mining perspective M. Öztürk 6 0 0 19 Nov 2020
ATCN: Resource-Efficient Processing of Time Series on Edge Mohammadreza Baharani Hamed Tabkhi AI4TS 9 1 0 10 Nov 2020
DeConFuse : A Deep Convolutional Transform based Unsupervised Fusion Framework Pooja Gupta Jyoti Maggu A. Majumdar Émilie Chouzenoux Giovanni Chierchia 6 9 0 09 Nov 2020
Deep Learning-based Cattle Activity Classification Using Joint Time-frequency Data Representation Seyedeh Faézeh Hosseini Noorbin S. Layeghy Branislav Kusy Raja Jurdak G. Bishop-Hurley Marius Portmann 14 32 0 06 Nov 2020
Merchant Category Identification Using Credit Card Transactions Chin-Chia Michael Yeh Zhongfang Zhuang Yan Zheng Liang Wang Junpeng Wang Wei Zhang 12 8 0 05 Nov 2020
PyLightcurve-torch: a transit modelling package for deep learning applications in PyTorch M. Morvan A. Tsiaras N. Nikolaou Ingo P. Waldmann 11 9 0 03 Nov 2020
Augmenting Organizational Decision-Making with Deep Learning Algorithms: Principles, Promises, and Challenges Y. Shrestha Vaibhav Krishna G. Krogh 16 116 0 02 Nov 2020
Consumer Behaviour in Retail: Next Logical Purchase using Deep Neural Network Ankur Verma 6 6 0 14 Oct 2020