Deep learning for time series classification: a review

12 September 2018

Germain Forestier

Papers citing "Deep learning for time series classification: a review"

50 / 563 papers shown

Title
Neural models for prediction of spatially patterned phase transitions: methods and challenges D. Dylewsky Sonia Kéfi M. Anand C. Bauch 9 0 0 14 May 2025
Evaluating Simplification Algorithms for Interpretability of Time Series Classification Felix Marti-Perez Brigt Håvardstun Cèsar Ferri Carlos Monserrat Jan Arne Telle AI4TS 19 0 0 13 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo Yangqiu Song Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 29 0 0 11 May 2025
Representation Learning of Limit Order Book: A Comprehensive Study and Benchmarking Muyao Zhong Yushi Lin Peng Yang AI4TS 53 0 0 04 May 2025
On Multivariate Financial Time Series Classification Grégory Bournassenko AI4TS AIFin 51 0 0 24 Apr 2025
Analytical Softmax Temperature Setting from Feature Dimensions for Model- and Domain-Robust Classification Tatsuhito Hasegawa Shunsuke Sakai 38 0 0 22 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 32 0 0 19 Apr 2025
ALT: A Python Package for Lightweight Feature Representation in Time Series Classification Balázs P. Halmos Balázs Hajós Vince Á. Molnár M. T. Kurbucz Antal Jakovác AI4TS 27 0 0 17 Apr 2025
Hardware-Friendly Delayed-Feedback Reservoir for Multivariate Time-Series Classification Sosei Ikeda H. Awano Takashi Sato 36 2 0 16 Apr 2025
Temporal Dynamic Embedding for Irregularly Sampled Time Series Mincheol Kim Soo-Yong Shin AI4TS 24 0 0 08 Apr 2025
Interval-Valued Time Series Classification Using $D_K$ -Distance Wan Tian Zhongfeng Qin AI4TS 37 1 0 07 Apr 2025
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 27 0 0 05 Apr 2025
Adaptive Classification of Interval-Valued Time Series Wan Tian Zhongfeng Qin AI4TS 39 1 0 04 Apr 2025
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction M. Takamoto Daniel Oñoro-Rubio Wiem Ben-Rim Takashi Maruyama Bhushan Kotnis 42 0 0 04 Apr 2025
Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis Wenwei Gu Renyi Zhong Jianping Zhang Michael R. Lyu AAML 38 0 0 25 Mar 2025
ATOM: A Framework of Detecting Query-Based Model Extraction Attacks for Graph Neural Networks Zhan Cheng B. S. Tianming Sha Yuan Gao Shibo Li Yushun Dong 47 0 0 20 Mar 2025
Temporal Encoding Strategies for Energy Time Series Prediction Aayam Bansal Keertan Balaji Zeus Lalani AI4TS 41 0 0 19 Mar 2025
Robust Weight Imprinting: Insights from Neural Collapse and Proxy-Based Aggregation Justus Westerhoff Golzar Atefi Mario Koddenbrock Alexei Figueroa Alexander Loser Erik Rodner Felix Alexader Gers OffRL 56 0 0 18 Mar 2025
Empirical risk minimization algorithm for multiclass classification of S.D.E. paths Christophe Denis Eddy Ella Mintsa 61 0 0 18 Mar 2025
HAR-DoReMi: Optimizing Data Mixture for Self-Supervised Human Activity Recognition Across Heterogeneous IMU Datasets Lulu Ban Tao Zhu Xiangqing Lu Qi Qiu Wenyong Han Shuangjian Li L. Chen Kevin I-Kai Wang Mingxing Nie Yaping Wan 61 0 0 16 Mar 2025
Empowering Time Series Analysis with Synthetic Data: A Survey and Outlook in the Era of Foundation Models Xu Liu Taha Aksu Juncheng Liu Qingsong Wen Yuxuan Liang Caiming Xiong Shri Kiran Srinivasan Doyen Sahoo Junnan Li Chenghao Liu AI4TS 45 0 0 14 Mar 2025
ReLATE: Resilient Learner Selection for Multivariate Time-Series Classification Against Adversarial Attacks Cagla Ipek Kocal Onat Gungor Aaron Tartz T. Rosing Baris Aksanli AAML 64 0 0 10 Mar 2025
Concealed Adversarial attacks on neural networks for sequential data P. Sokerin Dmitry Anikin Sofia Krehova Alexey Zaytsev AAML AI4TS 44 0 0 28 Feb 2025
Sparklen: A Statistical Learning Toolkit for High-Dimensional Hawkes Processes in Python Romain Edmond Lacoste GP 58 0 0 26 Feb 2025
Mitigating Data Scarcity in Time Series Analysis: A Foundation Model with Series-Symbol Data Generation Wenxuan Wang K. Wu Yujian Betterest Li Dan Wang Xiaotian Zhang Jiaheng Liu AI4TS 68 0 0 24 Feb 2025
Random Projections and Natural Sparsity in Time-Series Classification: A Theoretical Analysis J. Marco-Blanco Rubén Cuevas AI4TS 38 0 0 24 Feb 2025
Class-Dependent Perturbation Effects in Evaluating Time Series Attributions Gregor Baer Isel Grau Chao Zhang Pieter Van Gorp AAML 48 0 0 24 Feb 2025
Deep Time Warping for Multiple Time Series Alignment Alireza Nourbakhsh Hoda Mohammadzade AI4TS 44 0 0 22 Feb 2025
Swarm Characteristics Classification Using Neural Networks Donald W. Peltier Isaac Kaminer Abram H. Clark Marko Orescanin 40 1 0 20 Feb 2025
Positional Encoding in Transformer-Based Time Series Models: A Survey Habib Irani Vangelis Metsis AI4TS 53 0 0 17 Feb 2025
Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection Kevin Garcia Juan Manuel Perez Yifeng Gao AI4TS 50 0 0 14 Feb 2025
Diffeomorphic Temporal Alignment Nets for Time-series Joint Alignment and Averaging R. Weber O. Freifeld AI4TS 69 0 0 10 Feb 2025
Investigating Compositional Reasoning in Time Series Foundation Models Willa Potosnak Cristian Challu Mononito Goswami Kin G. Olivares Michał Wiliński Nina Żukowska Artur Dubrawski ReLM AI4TS LRM 53 0 0 09 Feb 2025
MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification Wei Fan Jingru Fei Dingyu Guo Kun Yi Xiaozhuang Song Haolong Xiang Hangting Ye Min Li AI4TS 93 1 0 06 Feb 2025
On the importance of structural identifiability for machine learning with partially observed dynamical systems Janis Norden Elisa Oostwal Michael Chappell Peter Tiño K. Bunte CML OOD 81 0 0 06 Feb 2025
Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining Qisen Cheng Jinming Xing Chang Xue Xiaoran Yang AI4TS 33 3 0 28 Jan 2025
Converting Time Series Data to Numeric Representations Using Alphabetic Mapping and k-mer strategy Sarwan Ali Tamkanat E. Ali I. Khan Murray Patterson AI4TS 42 0 0 31 Dec 2024
Generative Pretrained Embedding and Hierarchical Irregular Time Series Representation for Daily Living Activity Recognition Damien Bouchabou S. Nguyen AI4TS 32 0 0 27 Dec 2024
Shared Attention-based Autoencoder with Hierarchical Fusion-based Graph Convolution Network for sEEG SOZ Identification Huachao Yan K. Guo Shiwei Song Yihai Dai Xiaoqiang Wei Xiaofen Xing Xiangmin Xu 76 0 0 17 Dec 2024
Early Concept Drift Detection via Prediction Uncertainty Pengqian Lu Jie Lu Anjin Liu G. Zhang 79 0 0 15 Dec 2024
Multi-task CNN Behavioral Embedding Model For Transaction Fraud Detection Bo Qu Zhurong Wang Minghao Gu Daisuke Yagi Yang Zhao Yinan Shan Frank Zahradnik 85 2 0 29 Nov 2024
Clustering Time Series Data with Gaussian Mixture Embeddings in a Graph Autoencoder Framework Amirabbas Afzali Hesam Hosseini Mohmmadamin Mirzai Arash Amini AI4TS 67 1 0 25 Nov 2024
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models Yufei Guo Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li LMTD AI4TS 81 1 0 24 Nov 2024
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Irina Barašin Blaž Bertalanič M. Mohorčič Carolina Fortuna AI4TS 136 2 0 22 Nov 2024
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data Kai Helli David Schnurr Noah Hollmann Samuel G. Müller Frank Hutter OOD 36 4 0 15 Nov 2024
A Composite Fault Diagnosis Model for NPPs Based on Bayesian-EfficientNet Module Siwei Li Jiangwen Chen Hua Lin Wei Wang 62 0 0 13 Nov 2024
M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency Maps Peiyu Li O. Bahri S. F. Boubrahimi S. M. Hamdi AI4TS 31 1 0 04 Nov 2024
Long Sequence Modeling with Attention Tensorization: From Sequence to Tensor Learning Aosong Feng Rex Ying Leandros Tassiulas 27 2 0 28 Oct 2024
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation Peiyu Li O. Bahri Pouya Hosseinzadeh S. F. Boubrahimi S. M. Hamdi CML LRM 32 1 0 27 Oct 2024
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification Xiaoyu Tao Tingyue Pan Mingyue Cheng Yucong Luo AI4TS 26 1 0 24 Oct 2024