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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Title
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data Woojeong Jin Rahul Khanna Suji Kim Dong-Ho Lee Fred Morstatter Aram Galstyan Xiang Ren AI4TS 11 36 0 02 May 2020
Co-eye: A Multi-resolution Symbolic Representation to TimeSeries Diversified Ensemble Classification Z. Abdallah M. Gaber AI4TS 23 0 0 14 Apr 2020
Detecting Driver's Distraction using Long-term Recurrent Convolutional Network Chang Wei Tan Mahsa Salehi G. Mackellar 14 5 0 14 Apr 2020
Generalized Label Enhancement with Sample Correlations Qinghai Zheng Jihua Zhu Haoyu Tang Xinyuan Liu Zhongyu Li Huimin Lu 28 57 0 07 Apr 2020
DYSAN: Dynamically sanitizing motion sensor data against sensitive inferences through adversarial networks Claude Rosin Ngueveu A. Boutet Carole Frindel Sébastien Gambs T. Jourdan Claude Rosin Ngueveu 30 27 0 23 Mar 2020
Nonlinear Time Series Classification Using Bispectrum-based Deep Convolutional Neural Networks Paul A. Parker S. Holan N. Ravishanker AI4TS BDL 18 8 0 04 Mar 2020
Analysis of Gait-Event-related Brain Potentials During Instructed And Spontaneous Treadmill Walking -- Technical Affordances and used Methods C. Herbert Jan Nachtsheim M. Munz 15 0 0 02 Mar 2020
Identity Recognition in Intelligent Cars with Behavioral Data and LSTM-ResNet Classifier Michael Hammann Maximilian Kraus S. Shafaei Alois C. Knoll 21 3 0 02 Mar 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 32 635 0 27 Feb 2020
Complexity Measures and Features for Times Series classification Francisco Javier Baldan J. M. Benítez 33 19 0 27 Feb 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Dinesh Manocha Michael Blumenstein Jing Jiang AI4TS 24 99 0 24 Feb 2020
KryptoOracle: A Real-Time Cryptocurrency Price Prediction Platform Using Twitter Sentiments Shubhankar Mohapatra Nauman Ahmed Paulo S. C. Alencar 28 36 0 21 Feb 2020
Collaborative Inference for Efficient Remote Monitoring Chi Zhang Yong Sheng Soh Ling Feng Dinesh Manocha Qianxiao Li 13 0 0 12 Feb 2020
Multi-Source Deep Domain Adaptation for Quality Control in Retail Food Packaging Mamatha Thota Stefanos D. Kollias M. Swainson Georgios Leontidis 14 4 0 28 Jan 2020
On the Metrics and Adaptation Methods for Domain Divergences of sEMG-based Gesture Recognition István Ketykó Ferenc Kovács TTA 16 2 0 18 Dec 2019
Deep Learning for Cardiologist-level Myocardial Infarction Detection in Electrocardiograms Arjun Gupta Eliu A. Huerta Zhizhen Zhao I. Moussa 21 27 0 16 Dec 2019
Classification des S{é}ries Temporelles Incertaines par Transformation Shapelet Michael Franklin Mbouopda E. M. Nguifo 16 0 0 11 Dec 2019
An empirical study of neural networks for trend detection in time series Alexandre Miot Gilles Drigout AI4TS 18 2 0 09 Dec 2019
Embedding and learning with signatures Adeline Fermanian 33 63 0 29 Nov 2019
Artificial neural networks in action for an automated cell-type classification of biological neural networks Eirini Troullinou G. Tsagkatakis Spyridon Chavlis G. Turi Wen-Ke Li A. Losonczy P. Tsakalides Panayiota Poirazi 34 13 0 22 Nov 2019
Radar Emitter Classification with Attribute-specific Recurrent Neural Networks Paolo Notaro Magdalini Paschali Carsten Hopke David Wittmann Nassir Navab 40 11 0 18 Nov 2019
Benchmarking time series classification -- Functional data vs machine learning approaches Florian Pfisterer Laura Beggel Xudong Sun Fabian Scheipl B. Bischl CML 25 15 0 18 Nov 2019
Dynamic Time Warp Convolutional Networks Yaniv Shulman AI4TS 19 0 0 05 Nov 2019
Deep convolutional neural networks for multi-scale time-series classification and application to disruption prediction in fusion devices R. Churchill the DIII-D team AI4CE 22 10 0 31 Oct 2019
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels Angus Dempster Franccois Petitjean Geoffrey I. Webb AI4TS 22 757 0 29 Oct 2019
Automatic Driver Identification from In-Vehicle Network Logs Mina Remeli Szilvia Lestyán G. Ács G. Biczók 21 16 0 25 Oct 2019
Self-attention for raw optical Satellite Time Series Classification M. Rußwurm Marco Körner AI4TS 22 260 0 23 Oct 2019
ODE guided Neural Data Augmentation Techniques for Time Series Data and its Benefits on Robustness A. Sarkar A. Raj Raghu Sesha Iyengar AAML AI4TS 26 0 0 15 Oct 2019
Adaptive Transfer Learning of Multi-View Time Series Classification Donglin Zhan Shiyu Yi Dongli Xu Xiao Yu Denglin Jiang Siqi Yu Haoting Zhang Wenfang Shangguan Weihua Zhang AI4TS 21 2 0 14 Oct 2019
Time series classification for varying length series Chang Wei Tan F. Petitjean Eamonn Keogh Geoffrey I. Webb AI4TS 16 31 0 10 Oct 2019
Chameleon: Learning Model Initializations Across Tasks With Different Schemas L. Brinkmeyer Rafael Rêgo Drumond Randolf Scholz Josif Grabocka Lars Schmidt-Thieme CLL 13 8 0 30 Sep 2019
Timage -- A Robust Time Series Classification Pipeline Marc Wenninger Sebastian P. Bayerl Jochen Schmidt Korbinian Riedhammer 38 7 0 19 Sep 2019
sktime: A Unified Interface for Machine Learning with Time Series M. Löning A. Bagnall S. Ganesh V. Kazakov Jason Lines Franz J. Király SyDa AI4TS 17 224 0 17 Sep 2019
Meta-Learning for Few-Shot Time Series Classification Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff T. Vishnu 76 59 0 13 Sep 2019
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 102 1,072 0 11 Sep 2019
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 16 99 0 20 Aug 2019
Diagnosing Cardiac Abnormalities from 12-Lead Electrocardiograms Using Enhanced Deep Convolutional Neural Networks Binhang Yuan Wenhui Xing 16 8 0 15 Aug 2019
$Modeling continuous-time stochastic processes using $\mathcal{N}$-Curve mixtures$ Modeling continuous-time stochastic processes using $\mathcal{N}$ -Curve mixtures Ronny Hug Wolfgang Hubner Michael Arens 28 0 0 12 Aug 2019
TEASER: Early and Accurate Time Series Classification Patrick Schäfer Ulf Leser AI4TS 17 60 0 09 Aug 2019
LoadCNN: A Low Training Cost Deep Learning Model for Day-Ahead Individual Residential Load Forecasting Yunyou Huang Nana Wang Wanling Gao Xiaoxuan Guo Cheng Huang Tianshu Hao Jianfeng Zhan 11 5 0 01 Aug 2019
Classification of chaotic time series with deep learning Nicolas Boullé V. Dallas Y. Nakatsukasa D. Samaddar AI4TS 19 55 0 26 Jul 2019
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 24 183 0 25 Jun 2019
Learning Interpretable Shapelets for Time Series Classification through Adversarial Regularization Yichang Wang Rémi Emonet Elisa Fromont S. Malinowski Etienne Ménager Loic Mosser R. Tavenard AI4TS 11 12 0 03 Jun 2019
BreizhCrops: A Time Series Dataset for Crop Type Mapping M. Rußwurm Charlotte Pelletier Maximilian Zollner Sébastien Lefèvre Marco Korner AI4TS 29 72 0 28 May 2019
Multivariate Time Series Classification using Dilated Convolutional Neural Network Omolbanin Yazdanbakhsh S. Dick 21 33 0 05 May 2019
Surface Type Classification for Autonomous Robot Indoor Navigation Francesco Lomio Erjon Skenderi Damoon Mohamadi J. Collin R. Ghabcheloo H. Huttunen 24 13 0 01 May 2019
ConvTimeNet: A Pre-trained Deep Convolutional Neural Network for Time Series Classification Kathan Kashiparekh Jyoti Narwariya Pankaj Malhotra L. Vig Gautam M. Shroff AI4TS 25 69 0 29 Apr 2019
Wearable-based Parkinson's Disease Severity Monitoring using Deep Learning Jann Goschenhofer Franz MJ Pfister K. Yuksel B. Bischl U. Fietzek Janek Thomas OOD 21 20 0 24 Apr 2019
Explaining Deep Classification of Time-Series Data with Learned Prototypes Alan H. Gee Diego Garcia-Olano Joydeep Ghosh D. Paydarfar AI4TS 24 66 0 18 Apr 2019
Adversarial Attacks on Deep Neural Networks for Time Series Classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AAML 18 133 0 17 Mar 2019