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
RIPPLE: Concept-Based Interpretation for Raw Time Series Models in Education Mohammad Asadi Vinitra Swamy Jibril Frej J. Vignoud Mirko Marras Tanja Kaser 6 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 8 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 12 6 0 27 Nov 2022
Privacy Meets Explainability: A Comprehensive Impact Benchmark S. Saifullah Dominique Mercier Adriano Lucieri Andreas Dengel Sheraz Ahmed 8 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 17 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 42 24 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 16 6 0 14 Oct 2022
A Large-Scale Annotated Multivariate Time Series Aviation Maintenance Dataset from the NGAFID Hong Yang Travis J. Desell AI4TS 6 1 0 13 Oct 2022
An Additive Autoencoder for Dimension Estimation T. Kärkkäinen Jan Hänninen 11 1 0 13 Oct 2022
Empirical Evaluation of Data Augmentations for Biobehavioral Time Series Data with Deep Learning Huiyuan Yang Han Yu Akane Sano AI4TS 9 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 14 27 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 16 7 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 22 12 0 02 Oct 2022
Supervised Parameter Estimation of Neuron Populations from Multiple Firing Events L. Le Yao Li 7 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 31 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 4 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 11 0 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 14 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 13 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 14 34 0 15 Sep 2022
FRANS: Automatic Feature Extraction for Time Series Forecasting A. Chernikov Chang Wei Tan Pablo Montero-Manso Christoph Bergmeir AI4TS 6 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 15 1 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 13 3 0 09 Sep 2022
Statistical Comparisons of Classifiers by Generalized Stochastic Dominance Christoph Jansen Malte Nalenz G. Schollmeyer Thomas Augustin 13 12 0 05 Sep 2022
Embedding Functional Data: Multidimensional Scaling and Manifold Learning E. Arias-Castro Wanli Qiao 12 0 0 30 Aug 2022
Denoising Architecture for Unsupervised Anomaly Detection in Time-Series Wadie Skaf Tomávs Horváth AI4TS 11 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 18 10 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 12 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 6 6 0 14 Aug 2022
TSInterpret: A unified framework for time series interpretability Jacqueline Höllig Cedric Kulbach Steffen Thoma AI4TS AI4CE 14 2 0 10 Aug 2022
Interpretable Time Series Clustering Using Local Explanations Ozan Ozyegen Nicholas Prayogo Mucahit Cevik Ayse Basar FAtt AI4TS 11 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 18 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 11 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 12 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 6 2 0 16 Jul 2022
Transfer learning for time series classification using synthetic data generation Yarden Rotem Nathaniel Shimoni L. Rokach Bracha Shapira SyDa 8 8 0 16 Jul 2022
What AI can do for horse-racing ? Pierre Colle 12 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 6 3 0 09 Jul 2022
Memory-free Online Change-point Detection: A Novel Neural Network Approach Zahra Atashgahi D. Mocanu Raymond N. J. Veldhuis Mykola Pechenizkiy AI4TS 11 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 8 2 0 08 Jul 2022
Predicting the Stability of Hierarchical Triple Systems with Convolutional Neural Networks F. Lalande A. Trani 16 6 0 24 Jun 2022
ADBench: Anomaly Detection Benchmark Songqiao Han Xiyang Hu Hailiang Huang Mingqi Jiang Yue Zhao OOD 19 293 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 15 180 0 17 Jun 2022
Human Activity Recognition from Knee Angle Using Machine Learning Techniques Farhad Nazari D. Nahavandi N. Mohajer Abbas Khosravi 17 14 0 09 Jun 2022
[Reproducibility Report] Explainable Deep One-Class Classification João P C Bertoldo Etienne Decencière 13 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 7 19 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 4 38 0 30 May 2022
TraClets: Harnessing the power of computer vision for trajectory classification Ioannis Kontopoulos Antonios Makris Konstantinos Tserpes V. Bogorny 17 3 0 27 May 2022
Self-supervised Pretraining and Transfer Learning Enable Flu and COVID-19 Predictions in Small Mobile Sensing Datasets Michael Merrill Tim Althoff AI4TS 13 12 0 26 May 2022
Topological Simplification of Signals for Inference and Approximate Reconstruction Gary Koplik N. Borggren Sam Voisin Gabrielle Angeloro Jay Hineman Tessa Johnson Paul Bendich 9 2 0 25 May 2022