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
TraClets: Harnessing the power of computer vision for trajectory classification Ioannis Kontopoulos Antonios Makris Konstantinos Tserpes V. Bogorny 22 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 23 14 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 13 2 0 25 May 2022
A walk through of time series analysis on quantum computers Ammar Daskin 11 5 0 02 May 2022
End-to-End Signal Classification in Signed Cumulative Distribution Transform Space A. Rubaiyat Shiying Li Xuwang Yin M. Shifat-E.-Rabbi Zhuang Yan Gustavo K. Rohde 22 13 0 30 Apr 2022
CATNet: Cross-event Attention-based Time-aware Network for Medical Event Prediction Sicen Liu Xiaolong Wang Yang Xiang Huiqin Xu Hui Wang Buzhou Tang AI4TS 12 10 0 29 Apr 2022
Satellite Image Time Series Analysis for Big Earth Observation Data R. Simões G. Câmara G. R. Queiroz F. Souza Pedro Ribeiro de Andrade Neto L. Santos Alexandre Carvalho K. Ferreira 29 68 0 24 Apr 2022
CycleSense: Detecting Near Miss Incidents in Bicycle Traffic from Mobile Motion Sensors Ahmet-Serdar Karakaya Thomas Ritter F. Biessmann David Bermbach 23 11 0 21 Apr 2022
EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting Sheo Yon Jhin Jaehoon Lee Minju Jo Seung-Uk Kook Jinsung Jeon Jihyeon Hyeong Jayoung Kim Noseong Park AI4TS 41 19 0 19 Apr 2022
Surface Similarity Parameter: A New Machine Learning Loss Metric for Oscillatory Spatio-Temporal Data Mathies Wedler M. Stender M. Klein Svenja Ehlers N. Hoffmann 31 7 0 14 Apr 2022
Investigating Temporal Convolutional Neural Networks for Satellite Image Time Series Classification: A survey James Brock Z. Abdallah 32 4 0 13 Apr 2022
Variational Heteroscedastic Volatility Model Zexuan Yin P. Barucca AI4TS 21 0 0 11 Apr 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 37 6 0 04 Apr 2022
Enhancing Transformer Efficiency for Multivariate Time Series Classification Yuqing Wang Yun Zhao Linda R. Petzold AI4TS 24 2 0 28 Mar 2022
HYDRA: Competing convolutional kernels for fast and accurate time series classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb 36 55 0 25 Mar 2022
Position Tracking using Likelihood Modeling of Channel Features with Gaussian Processes Sebastian Kram Christopher Kraus Tobias Feigl Maximilian Stahlke J. Robert Christopher Mutschler 16 3 0 24 Mar 2022
Forecast Evaluation for Data Scientists: Common Pitfalls and Best Practices Hansika Hewamalage Klaus Ackermann Christoph Bergmeir AI4TS 67 89 0 21 Mar 2022
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 32 29 0 18 Mar 2022
ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data Mohamed Ragab Emadeldeen Eldele Wee Ling Tan Chuan-Sheng Foo Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li TTA OOD AI4TS 27 66 0 15 Mar 2022
Don't Get Me Wrong: How to Apply Deep Visual Interpretations to Time Series Christoffer Loeffler Wei-Cheng Lai Bjoern M. Eskofier Dario Zanca Lukas M. Schmidt Christopher Mutschler FAtt AI4TS 35 5 0 14 Mar 2022
Computer Vision and Deep Learning for Fish Classification in Underwater Habitats: A Survey Alzayat Saleh M. Sheaves M. R. Azghadi 34 71 0 14 Mar 2022
Forecasting the abnormal events at well drilling with machine learning E. Gurina Nikita Klyuchnikov Ksenia Antipova D. Koroteev MedIm AI4CE 30 17 0 10 Mar 2022
CaSS: A Channel-aware Self-supervised Representation Learning Framework for Multivariate Time Series Classification Yijiang Chen Xiangdong Zhou Zhen Xing Zhidan Liu Minyang Xu AI4TS SSL 27 5 0 08 Mar 2022
S-Rocket: Selective Random Convolution Kernels for Time Series Classification Hojjat Salehinejad Yang Wang Yuanhao Yu Jingshan Tang S. Valaee AI4TS 39 15 0 07 Mar 2022
Early Time-Series Classification Algorithms: An Empirical Comparison C. Akasiadis E. Kladis Evangelos Michelioudakis E. Alevizos A. Artikis AI4TS 22 4 0 03 Mar 2022
Neural Generalised AutoRegressive Conditional Heteroskedasticity Zexuan Yin P. Barucca CML BDL AI4TS 21 2 0 23 Feb 2022
Interpreting a Machine Learning Model for Detecting Gravitational Waves M. Safarzadeh Asad Khan Eliu A. Huerta Martin Wattenberg 35 2 0 15 Feb 2022
InterpretTime: a new approach for the systematic evaluation of neural-network interpretability in time series classification Hugues Turbé Mina Bjelogrlic Christian Lovis G. Mengaldo AI4TS 22 6 0 11 Feb 2022
Explainable Machine Learning for Breakdown Prediction in High Gradient RF Cavities Christoph Obermair T. Cartier-Michaud A. Apollonio W. Millar L. Felsberger ... W. Wuensch N. C. Lasheras M. Boronat Franz Pernkopf G. Burt 19 10 0 10 Feb 2022
Spectral Propagation Graph Network for Few-shot Time Series Classification Ling Yang linda Qiao Luxia Zhang 13 2 0 08 Feb 2022
The influence of labeling techniques in classifying human manipulation movement of different speed Sadique Adnan Siddiqui L. Gutzeit Frank Kirchner 14 0 0 04 Feb 2022
Similarity Learning based Few Shot Learning for ECG Time Series Classification Priyanka Gupta Sathvik Bhaskarpandit Manik Gupta 22 14 0 31 Jan 2022
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier Matthew Middlehurst A. Bagnall AI4TS 29 18 0 28 Jan 2022
Robust Augmentation for Multivariate Time Series Classification Hong Yang Travis J. Desell AI4TS 24 7 0 27 Jan 2022
TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data Shreshth Tuli G. Casale N. Jennings AI4TS 26 473 0 18 Jan 2022
Knock Detection in Combustion Engine Time Series Using a Theory-Guided 1D Convolutional Neural Network Approach André Ofner Achilles Kefalas S. Posch Bernhard C. Geiger AI4TS 25 11 0 18 Jan 2022
Predicting Terrorist Attacks in the United States using Localized News Data Steven J. Krieg Christian W. Smith R. Chatterjee Nitesh V. Chawla OOD 16 5 0 12 Jan 2022
Weak Supervision for Affordable Modeling of Electrocardiogram Data Mononito Goswami Benedikt Boecking A. Dubrawski 19 16 0 09 Jan 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Xia Hu AI4TS 25 24 0 05 Jan 2022
On the effectiveness of Randomized Signatures as Reservoir for Learning Rough Dynamics Enea Monzio Compagnoni Anna Scampicchio Luca Biggio Antonio Orvieto Thomas Hofmann Josef Teichmann 29 11 0 02 Jan 2022
ECOD: Unsupervised Outlier Detection Using Empirical Cumulative Distribution Functions Zheng Li Yue Zhao Xiyang Hu N. Botta C. Ionescu George H. Chen 32 282 0 02 Jan 2022
Role of Data Augmentation Strategies in Knowledge Distillation for Wearable Sensor Data Eunyeong Jeon Anirudh Som Ankita Shukla Kristina Hasanaj M. Buman Pavan Turaga 37 10 0 01 Jan 2022
An Efficient Federated Distillation Learning System for Multi-task Time Series Classification Huanlai Xing Zhiwen Xiao R. Qu Zonghai Zhu Bowen Zhao FedML 35 108 0 30 Dec 2021
Denoised Labels for Financial Time-Series Data via Self-Supervised Learning Yanqing Ma Carmine Ventre M. Polukarov NoLa 23 7 0 19 Dec 2021
DEBACER: a method for slicing moderated debates Thomas Palmeira Ferraz Alexandre Alcoforado Enzo Bustos A. Oliveira R. Gerber Naíde Müller André Correa D’almeida Bruno Veloso A. H. R. Costa 29 7 0 10 Dec 2021
Merging Subject Matter Expertise and Deep Convolutional Neural Network for State-Based Online Machine-Part Interaction Classification Hao Wang Yassine Qamsane J. Moyne Kira Barton 16 1 0 08 Dec 2021
Explainable Deep Learning in Healthcare: A Methodological Survey from an Attribution View Di Jin Elena Sergeeva W. Weng Geeticka Chauhan Peter Szolovits OOD 39 55 0 05 Dec 2021
My(o) Armband Leaks Passwords: An EMG and IMU Based Keylogging Side-Channel Attack Matthias Gazzari Annemarie Mattmann Max Maass M. Hollick 24 5 0 04 Dec 2021
KDCTime: Knowledge Distillation with Calibration on InceptionTime for Time-series Classification Xueyuan Gong Yain-Whar Si Yongqi Tian Cong Lin Xinyuan Zhang Xiaoxiang Liu 41 6 0 04 Dec 2021
Self-supervised Autoregressive Domain Adaptation for Time Series Data Mohamed Ragab Emadeldeen Eldele Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 32 49 0 29 Nov 2021