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
Contralaterally Enhanced Networks for Thoracic Disease Detection Gangming Zhao Chaowei Fang Guanbin Li Licheng Jiao Yizhou Yu MedIm ViT 8 11 0 09 Oct 2020
Deep learning models for predictive maintenance: a survey, comparison, challenges and prospect O. Serradilla E. Zugasti Urko Zurutuza AI4CE 10 14 0 07 Oct 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 9 646 0 06 Oct 2020
Artificial Intelligence: Research Impact on Key Industries; the Upper-Rhine Artificial Intelligence Symposium (UR-AI 2020) Andreas H. Christ Franz Quint AI4CE 6 0 0 05 Oct 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 32 32 0 01 Oct 2020
Instance-based Counterfactual Explanations for Time Series Classification Eoin Delaney Derek Greene Mark T. Keane CML AI4TS 6 74 0 28 Sep 2020
Piece-wise Matching Layer in Representation Learning for ECG Classification B. Ghazanfari Fatemeh Afghah Sixian Zhang AI4TS 6 0 0 26 Sep 2020
Gated Res2Net for Multivariate Time Series Analysis Chao Yang Mingxing Jiang Zhongwen Guo Yuan Liu AI4TS 26 4 0 19 Sep 2020
Tropical time series, iterated-sums signatures and quasisymmetric functions J. Diehl K. Ebrahimi-Fard Nikolas Tapia 6 10 0 17 Sep 2020
TadGAN: Time Series Anomaly Detection Using Generative Adversarial Networks Alexander Geiger Dongyu Liu Sarah Alnegheimish Alfredo Cuesta-Infante K. Veeramachaneni AI4TS 7 167 0 16 Sep 2020
Application of LSTM architectures for next frame forecasting in Sentinel-1 images time series W. Moskolaï Wahabou Abdou A. Dipanda D. T. Kolyang AI4TS 14 7 0 02 Sep 2020
TAnoGAN: Time Series Anomaly Detection with Generative Adversarial Networks M. A. Bashar R. Nayak GAN AI4TS 4 96 0 21 Aug 2020
The Canonical Interval Forest (CIF) Classifier for Time Series Classification Matthew Middlehurst J. Large A. Bagnall AI4TS 8 104 0 20 Aug 2020
Deep Volumetric Ambient Occlusion Dominik Engel Timo Ropinski 6 22 0 19 Aug 2020
RTFN: Robust Temporal Feature Network Zhiwen Xiao Xin Xu Huanlai Xing Juan Chen AI4TS 6 1 0 18 Aug 2020
Interpretable Detection of Partial Discharge in Power Lines with Deep Learning Gabriel Michau Chi-Ching Hsu Olga Fink 6 0 0 13 Aug 2020
Feature Learning for Accelerometer based Gait Recognition Szilárd Nemes M. Antal CVBM 16 5 0 31 Jul 2020
Innovative Platform for Designing Hybrid Collaborative & Context-Aware Data Mining Scenarios Anca Avram Oliviu Matei Camelia-M. Pintea C. Anton 7 4 0 27 Jul 2020
Benchmarking Multivariate Time Series Classification Algorithms Alejandro Pasos Ruiz Michael Flynn A. Bagnall AI4TS 11 298 0 26 Jul 2020
Towards Social & Engaging Peer Learning: Predicting Backchanneling and Disengagement in Children Mononito Goswami Minkush Manuja Maitree Leekha 13 12 0 22 Jul 2020
Experiment data-driven modeling of tokamak discharge in EAST Chenguang Wan Jian-gang Li Zhi Yu Xiaojuan Liu 6 12 0 21 Jul 2020
Can we Estimate Truck Accident Risk from Telemetric Data using Machine Learning? Antonio Hebert Ian Marineau Gilles Gervais Tristan Glatard Brigitte Jaumard 6 2 0 17 Jul 2020
Leveraging the Self-Transition Probability of Ordinal Pattern Transition Graph for Transportation Mode Classification I. Cardoso-Pereira J. Borges P. H. Barros A. Loureiro O. Rosso Heitor S. Ramos 4 0 0 16 Jul 2020
timeXplain -- A Framework for Explaining the Predictions of Time Series Classifiers Felix Mujkanovic Vanja Doskoc Martin Schirneck Patrick Schäfer Tobias Friedrich FAtt AI4TS 11 23 0 15 Jul 2020
GeoStat Representations of Time Series for Fast Classification Robert J. Ravier Mohammadreza Soltani Miguel Antunes Dias Alfaiate D. Garagic Vahid Tarokh AI4TS 9 0 0 13 Jul 2020
A Machine Learning Approach to Assess Student Group Collaboration Using Individual Level Behavioral Cues Anirudh Som Sujeong Kim Bladmir Lopez-Prado Svati Dhamija Nonye Alozie Amir Tamrakar 6 2 0 13 Jul 2020
Time Series Extrinsic Regression Chang Wei Tan Christoph Bergmeir F. Petitjean Geoffrey I. Webb AI4TS 8 0 0 23 Jun 2020
Monash University, UEA, UCR Time Series Extrinsic Regression Archive Chang Wei Tan Christoph Bergmeir F. Petitjean Geoffrey I. Webb AI4TS 20 23 0 19 Jun 2020
A Review of 1D Convolutional Neural Networks toward Unknown Substance Identification in Portable Raman Spectrometer Mohammad Mozaffari L. Tay 14 20 0 18 Jun 2020
On the Learnability of Concepts: With Applications to Comparing Word Embedding Algorithms Adam Sutton N. Cristianini 20 7 0 17 Jun 2020
A Hybrid Deep Learning Model for Predictive Flood Warning and Situation Awareness using Channel Network Sensors Data Shangjia Dong Tianbo Yu H. Farahmand Ali Mostafavi 4 40 0 15 Jun 2020
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor Projections Csaba Tóth Patric Bonnier Harald Oberhauser AI4TS 11 11 0 12 Jun 2020
Scoring and Assessment in Medical VR Training Simulators with Dynamic Time Series Classification N. Vaughan Bogdan Gabrys 11 22 0 11 Jun 2020
An Artificial Intelligence Solution for Electricity Procurement in Forward Markets Thibaut Théate S. Mathieu D. Ernst 6 3 0 10 Jun 2020
sEMG Gesture Recognition with a Simple Model of Attention David Josephs Carson Drake Andrew Heroy John Santerre 4 38 0 05 Jun 2020
Learned Factor Graphs for Inference from Stationary Time Sequences Nir Shlezinger Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 6 22 0 05 Jun 2020
Interpretable Time-series Classification on Few-shot Samples Wensi Tang Lu Liu Guodong Long AI4TS 6 20 0 03 Jun 2020
A Generalised Signature Method for Multivariate Time Series Feature Extraction James Morrill Adeline Fermanian Patrick Kidger Terry Lyons 17 14 0 01 Jun 2020
A machine learning approach for forecasting hierarchical time series P. Mancuso V. Piccialli A. M. Sudoso BDL AI4TS 8 43 0 31 May 2020
Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations Thach le Nguyen S. Gsponer Iulia Ilie Martin O'Reilly Georgiana Ifrim AI4TS 9 99 0 31 May 2020
Driver Identification through Stochastic Multi-State Car-Following Modeling Donghao Xu Zhezhang Ding Chenfeng Tu Huijing Zhao M. Moze François Aioun F. Guillemard 11 1 0 22 May 2020
Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor Data Garrett Wilson J. Doppa D. Cook TTA AI4TS AI4CE 6 105 0 22 May 2020
Machine learning for the diagnosis of early stage diabetes using temporal glucose profiles W. Lee Junghyo Jo Taegeun Song 6 5 0 18 May 2020
Temporal signals to images: Monitoring the condition of industrial assets with deep learning image processing algorithms G. R. Garcia Gabriel Michau Mélanie Ducoffe J. Gupta Olga Fink AI4TS 8 11 0 14 May 2020
Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey Joakim Skarding Bogdan Gabrys Katarzyna Musial AI4CE 4 182 0 13 May 2020
Approaches and Applications of Early Classification of Time Series: A Review Ashish Gupta Hari Prabhat Gupta Bhaskar Biswas Tanima Dutta AI4TS 14 59 0 06 May 2020
An empirical comparison of deep-neural-network architectures for next activity prediction using context-enriched process event logs Sven Weinzierl Sandra Zilker Jens Brunk Kate Revoredo A. Nguyen Martin Matzner Jörg Becker Björn Eskofier 6 17 0 03 May 2020
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 10 0 0 14 Apr 2020
Detecting Driver's Distraction using Long-term Recurrent Convolutional Network Chang Wei Tan Mahsa Salehi G. Mackellar 9 5 0 14 Apr 2020