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
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu Decebal Constantin Mocanu AI4TS 38 28 0 19 Dec 2022
POPNASv3: a Pareto-Optimal Neural Architecture Search Solution for Image and Time Series Classification Andrea Falanti Eugenio Lomurno Danilo Ardagna Matteo Matteucci AI4TS 43 11 0 13 Dec 2022
Graph Convolutional Networks for Traffic Forecasting with Missing Values Jingwei Zuo K. Zeitouni Y. Taher Sandra García-Rodríguez GNN AI4TS 31 39 0 13 Dec 2022
RIPPLE: Concept-Based Interpretation for Raw Time Series Models in Education Mohammad Asadi Vinitra Swamy Jibril Frej J. Vignoud Mirko Marras Tanja Kaser 14 8 0 02 Dec 2022
Data-driven Science and Machine Learning Methods in Laser-Plasma Physics Andreas Döpp C. Eberle S. Howard F. Irshad Jinpu Lin M. Streeter AI4CE 32 63 0 30 Nov 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 38 6 0 27 Nov 2022
Privacy Meets Explainability: A Comprehensive Impact Benchmark S. Saifullah Dominique Mercier Adriano Lucieri Andreas Dengel Sheraz Ahmed 35 14 0 08 Nov 2022
A Synthetic Dataset for 5G UAV Attacks Based on Observable Network Parameters Joseanne Viana Hamed Farkhari P. Sebastião S. Lagén Katerina Koutlia Biljana Bojović R. Dinis 33 4 0 05 Nov 2022
Improving Medical Predictions by Irregular Multimodal Electronic Health Records Modeling Xinlu Zhang Shiyang Li Zhiyu Zoey Chen Xifeng Yan Linda R. Petzold AI4TS 54 26 0 18 Oct 2022
Autoencoder based Anomaly Detection and Explained Fault Localization in Industrial Cooling Systems Stephan Holly R. Heel D. Katic Leopold Schoeffl Andreas Stiftinger ... Thomas B. Kaufmann Bernhard Haslhofer Daniel Schall C. Heitzinger J. Kemnitz UQCV AI4CE 24 6 0 14 Oct 2022
A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID Hong Yang Travis J. Desell AI4TS 21 1 0 13 Oct 2022
An Additive Autoencoder for Dimension Estimation T. Kärkkäinen Jan Hänninen 21 6 0 13 Oct 2022
Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning Huiyuan Yang Han Yu Akane Sano AI4TS 27 5 0 13 Oct 2022
Indoor Localization with Robust Global Channel Charting: A Time-Distance-Based Approach Maximilian Stahlke G. Yammine Tobias Feigl Bjoern M. Eskofier Christopher Mutschler 22 28 0 07 Oct 2022
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural Networks Chenxi Sun Hongyan Li Moxian Song D. Cai B. Zhang linda Qiao 26 8 0 06 Oct 2022
Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers Ashish Singh Antonio Bevilacqua Thach le Nguyen Feiyan Hu Kevin McGuinness Martin O'Reilly D. Whelan Brian Caulfield Georgiana Ifrim 35 12 0 02 Oct 2022
Supervised Parameter Estimation of Neuron Populations from Multiple Firing Events L. Le Yao Li 17 1 0 02 Oct 2022
A Multi-label Time Series Classification Approach for Non-intrusive Water End-Use Monitoring Dimitris Papatheodoulou P. Pavlou Stelios G. Vrachimis Kleanthis Malialis Demetrios G. Eliades T. Theocharides AI4TS 41 0 0 30 Sep 2022
Active Transfer Prototypical Network: An Efficient Labeling Algorithm for Time-Series Data Yuqi Zhu M. Tnani Timo Jahnz Klaus Diepold 13 0 0 28 Sep 2022
Experimental study of time series forecasting methods for groundwater level prediction Michael Franklin Mbouopda Thomas Guyet Nicolas Labroche Abel Henriot 26 1 0 28 Sep 2022
Deep learning based sferics recognition for AMT data processing in the dead band Enhua Jiang Rujun Chen Xinming Wu Jianxin Liu Debin Zhu Weiqiang Liu 19 0 0 22 Sep 2022
EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers Ricardo V. Godoy Tharik J. S. Reis Paulo H. Polegato G. J. G. Lahr R. Saute F. Nakano H. Machado A. Sakamoto Marcelo Becker G. Caurin 35 7 0 18 Sep 2022
Out-of-Distribution Representation Learning for Time Series Classification Wang Lu Jindong Wang Xinwei Sun Yiqiang Chen Xingxu Xie OODD OOD 35 35 0 15 Sep 2022
FRANS: Automatic Feature Extraction for Time Series Forecasting A. Chernikov Chang Wei Tan Pablo Montero-Manso Christoph Bergmeir AI4TS 16 1 0 15 Sep 2022
TSFool: Crafting Highly-Imperceptible Adversarial Time Series through Multi-Objective Attack Yanyun Wang Dehui Du Haibo Hu Zi Liang Yuanhao Liu AAML AI4TS 33 2 0 14 Sep 2022
In-situ animal behavior classification using knowledge distillation and fixed-point quantization Reza Arablouei Liang Wang Caitlin E Phillips L. Currie Jordan Yates G. Bishop-Hurley MQ 21 5 0 09 Sep 2022
Statistical Comparisons of Classifiers by Generalized Stochastic Dominance Christoph Jansen Malte Nalenz G. Schollmeyer Thomas Augustin 23 15 0 05 Sep 2022
Embedding Functional Data: Multidimensional Scaling and Manifold Learning E. Arias-Castro Wanli Qiao 40 0 0 30 Aug 2022
Denoising Architecture for Unsupervised Anomaly Detection in Time-Series Wadie Skaf Tomávs Horváth AI4TS 36 1 0 30 Aug 2022
Explainable AI for tailored electricity consumption feedback -- an experimental evaluation of visualizations Jacqueline Wastensteiner T. Weiß Felix Haag K. Hopf 25 11 0 24 Aug 2022
DCSF: Deep Convolutional Set Functions for Classification of Asynchronous Time Series Vijaya Krishna Yalavarthi Johannes Burchert Lars Schmidt-Thieme BDL AI4TS 28 4 0 24 Aug 2022
Confidence-Guided Learning Process for Continuous Classification of Time Series Chenxi Sun Moxian Song D. Cai B. Zhang linda Qiao Hongyan Li 14 6 0 14 Aug 2022
TSInterpret: A unified framework for time series interpretability Jacqueline Höllig Cedric Kulbach Steffen Thoma AI4TS AI4CE 29 2 0 10 Aug 2022
Interpretable Time Series Clustering Using Local Explanations Ozan Ozyegen Nicholas Prayogo Mucahit Cevik Ayse Basar FAtt AI4TS 16 1 0 01 Aug 2022
Integrating Statistical and Machine Learning Approaches to Identify Receptive Field Structure in Neural Populations Mehrad Sarmashghi Shantanu P. Jadhav U. Eden 31 1 0 25 Jul 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 19 24 0 25 Jul 2022
LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning Sathvik Bhaskarpandit Priyanka Gupta Manik Gupta BDL AI4TS 25 2 0 25 Jul 2022
A Convolutional Attention Based Deep Network Solution for UAV Network Attack Recognition over Fading Channels and Interference Joseanne Viana Hamed Farkhari L. M. Campos P. Sebastião Katerina Koutlia S. Lagén Luís Bernardo R. Dinis AAML 19 2 0 16 Jul 2022
Transfer learning for time series classification using synthetic data generation Yarden Rotem Nathaniel Shimoni Lior Rokach Bracha Shapira SyDa 24 8 0 16 Jul 2022
What AI can do for horse-racing ? Pierre Colle 21 1 0 11 Jul 2022
Out-of-Distribution Detection in Time-Series Domain: A Novel Seasonal Ratio Scoring Approach Taha Belkhouja Yan Yan J. Doppa OODD AI4TS 27 3 0 09 Jul 2022
Memory-free Online Change-point Detection: A Novel Neural Network Approach Zahra Atashgahi Decebal Constantin Mocanu Raymond N. J. Veldhuis Mykola Pechenizkiy AI4TS 21 8 0 08 Jul 2022
Convolutional Neural Networks for Time-dependent Classification of Variable-length Time Series Azusa Sawada Taiki Miyagawa Akinori F. Ebihara S. Yachida Toshinori Hosoi AI4TS 24 2 0 08 Jul 2022
Predicting the Stability of Hierarchical Triple Systems with Convolutional Neural Networks F. Lalande A. Trani 27 7 0 24 Jun 2022
ADBench: Anomaly Detection Benchmark Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang Yue Zhao OOD 41 296 0 19 Jun 2022
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency Xiang Zhang Ziyuan Zhao Theodoros Tsiligkaridis Marinka Zitnik AI4TS 37 272 0 17 Jun 2022
Human Activity Recognition from Knee Angle Using Machine Learning Techniques Farhad Nazari D. Nahavandi N. Mohajer Abbas Khosravi 27 14 0 09 Jun 2022
[Reproducibility Report] Explainable Deep One-Class Classification João P C Bertoldo Etienne Decencière 23 0 0 06 Jun 2022
Universal Early Warning Signals of Phase Transitions in Climate Systems D. Dylewsky T. Lenton M. Scheffer T. Bury C. Fletcher M. Anand C. Bauch AI4Cl 17 20 0 31 May 2022
Braille Letter Reading: A Benchmark for Spatio-Temporal Pattern Recognition on Neuromorphic Hardware Simon F. Müller-Cleve Vittorio Fra Lyes Khacef Alejandro Pequeño-Zurro Daniel Klepatsch ... D. G. Ivanovich Shavika Rastogi Gianvito Urgese Friedemann Zenke Chiara Bartolozzi 27 38 0 30 May 2022