A review on distance based time series classification

12 June 2018

Papers citing "A review on distance based time series classification"

50 / 51 papers shown

Title
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction M. Takamoto Daniel Oñoro-Rubio Wiem Ben-Rim Takashi Maruyama Bhushan Kotnis 69 1 0 04 Apr 2025
Machine learning-based classification for Single Photon Space Debris Light Curves Nadine M. Trummer Amit Reza Michael A. Steindorfer Christiane Helling 89 0 0 27 Nov 2024
Causal and Local Correlations Based Network for Multivariate Time Series Classification Mingsen Du Yanxuan Wei Xiangwei Zheng Cun Ji CML AI4TS 117 1 0 27 Nov 2024
Rock the KASBA: Blazingly Fast and Accurate Time Series Clustering Christopher Holder Anthony J. Bagnall 123 0 0 26 Nov 2024
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models Jiangming Wang Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li LMTD AI4TS 128 0 0 24 Nov 2024
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification Xiaoyu Tao Tingyue Pan Mingyue Cheng Yucong Luo AI4TS 57 4 0 24 Oct 2024
Classification and regression of trajectories rendered as images via 2D Convolutional Neural Networks Mariaclaudia Nicolai Raffaella Fiamma Cabini Diego Ulisse Pizzagalli 36 0 0 27 Sep 2024
SPINEX-TimeSeries: Similarity-based Predictions with Explainable Neighbors Exploration for Time Series and Forecasting Problems Ahmed Z Naser M. Z. Naser AI4TS 52 3 0 04 Aug 2024
Towards Detecting IoT Event Spoofing Attacks Using Time-Series Classification Uzma Maroof Gustavo Batista Arash Shaghaghi Sanjay Jha 31 0 0 29 Jul 2024
LETS-C: Leveraging Text Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 73 0 0 09 Jul 2024
Persistent homology of featured time series data and its applications Eunwoo Heo Jae-Hun Jung 54 0 0 08 May 2024
Fast Gradient Computation for Gromov-Wasserstein Distance Wei Zhang Zihao Wang Jie Fan Hao Wu Yong Zhang OT 84 1 0 13 Apr 2024
Detection Latencies of Anomaly Detectors: An Overlooked Perspective ? Tommaso Puccetti Andrea Ceccarelli 13 0 0 14 Feb 2024
Intelligent Mode-switching Framework for Teleoperation Burak Kizilkaya Changyang She G. Zhao Muhammad Ali Imran 23 1 0 08 Feb 2024
Unsupervised Representation Learning for Time Series: A Review Qianwen Meng Hangwei Qian Yong Liu Yonghui Xu Zhiqi Shen Li-zhen Cui AI4TS 79 18 0 03 Aug 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Yuxuan Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 229 115 0 16 Jun 2023
New bootstrap tests for categorical time series. A comparative study Ángel López-Oriona José Antonio Vilar Fernández P. D’Urso CML 14 0 0 30 Apr 2023
Bake off redux: a review and experimental evaluation of recent time series classification algorithms Matthew Middlehurst Patrick Schäfer A. Bagnall AI4TS 130 120 0 25 Apr 2023
FedST: Secure Federated Shapelet Transformation for Time Series Classification Zhiyu Liang Hongzhi Wang AI4TS 65 4 0 21 Feb 2023
Embedding Functional Data: Multidimensional Scaling and Manifold Learning E. Arias-Castro Wanli Qiao 77 0 0 30 Aug 2022
LETS-GZSL: A Latent Embedding Model for Time Series Generalized Zero Shot Learning Sathvik Bhaskarpandit Priyanka Gupta Manik Gupta BDL AI4TS 58 2 0 25 Jul 2022
Geodesic Properties of a Generalized Wasserstein Embedding for Time Series Analysis Shiying Li A. Rubaiyat Gustavo K. Rohde AI4TS 54 2 0 04 Jun 2022
A Review and Evaluation of Elastic Distance Functions for Time Series Clustering Christopher Holder Matthew Middlehurst A. Bagnall AI4TS 79 41 0 30 May 2022
Classification ensembles for multivariate functional data with application to mouse movements in web surveys Amanda Fernández-Fontelo Felix Henninger Pascal J. Kieslich Frauke Kreuter S. Greven 14 1 0 26 May 2022
A walk through of time series analysis on quantum computers Ammar Daskin 47 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 69 14 0 30 Apr 2022
Enhancing Transformer Efficiency for Multivariate Time Series Classification Yuqing Wang Yun Zhao Linda R. Petzold AI4TS 55 2 0 28 Mar 2022
Forecasting the abnormal events at well drilling with machine learning E. Gurina Nikita Klyuchnikov Ksenia Antipova D. Koroteev MedIm AI4CE 98 17 0 10 Mar 2022
A Review of Open Source Software Tools for Time Series Analysis Yunus Parvej Faniband I. Ishak S. M. Sait AI4TS 73 6 0 10 Mar 2022
Early Time-Series Classification Algorithms: An Empirical Comparison C. Akasiadis E. Kladis Evangelos Michelioudakis E. Alevizos A. Artikis AI4TS 48 4 0 03 Mar 2022
Learning Temporal Point Processes for Efficient Retrieval of Continuous Time Event Sequences Vinayak Gupta Srikanta J. Bedathur A. De AI4TS 53 13 0 17 Feb 2022
Towards Similarity-Aware Time-Series Classification Daochen Zha Kwei-Herng Lai Kaixiong Zhou Helen Zhou AI4TS 99 24 0 05 Jan 2022
Graph-Guided Network for Irregularly Sampled Multivariate Time Series Xiang Zhang M. Zeman Theodoros Tsiligkaridis Marinka Zitnik MLAU AI4TS 109 113 0 11 Oct 2021
An Empirical Study of Graph-Based Approaches for Semi-Supervised Time Series Classification Dominik Alfke Miriam Gondos Lucile Peroche Martin Stoll AI4TS 91 2 0 16 Apr 2021
DEALIO: Data-Efficient Adversarial Learning for Imitation from Observation F. Torabi Garrett A. Warnell Yufei Xu 89 5 0 31 Mar 2021
Causal Inference for Time series Analysis: Problems, Methods and Evaluation Raha Moraffah Paras Sheth Mansooreh Karami Anchit Bhattacharya Qianru Wang Anique Tahir A. Raglin Huan Liu CML AI4TS 113 110 0 11 Feb 2021
Explainable Multivariate Time Series Classification: A Deep Neural Network Which Learns To Attend To Important Variables As Well As Informative Time Intervals Tsung-Yu Hsieh Suhang Wang Yiwei Sun Vasant Honavar BDL AI4TS FAtt 29 9 0 23 Nov 2020
A Formally Robust Time Series Distance Metric M. Toller Bernhard C. Geiger Roman Kern AI4TS 20 2 0 18 Aug 2020
Can we Estimate Truck Accident Risk from Telemetric Data using Machine Learning? Antonio Hebert Ian Marineau Gilles Gervais Tristan Glatard Brigitte Jaumard 52 2 0 17 Jul 2020
Kernels for time series with irregularly-spaced multivariate observations Ahmed Guecioueur Franz J. Király BDL AI4TS 15 2 0 18 Apr 2020
ABBA: Adaptive Brownian bridge-based symbolic aggregation of time series S. Elsworth S. Güttel AI4TS 63 31 0 27 Mar 2020
A tale of two toolkits, report the second: bake off redux. Chapter 1. dictionary based classifiers A. Bagnall J. Large Matthew Middlehurst AI4TS 49 1 0 27 Nov 2019
Minimal Learning Machine: Theoretical Results and Clustering-Based Reference Point Selection J. Hämäläinen Alisson S. C. Alencar T. Kärkkäinen C. L. C. Mattos A. H. S. Júnior Joao P. P. Gomes 62 17 0 22 Sep 2019
sktime: A Unified Interface for Machine Learning with Time Series M. Löning A. Bagnall S. Ganesh V. Kazakov Jason Lines Franz J. Király SyDa AI4TS 72 233 0 17 Sep 2019
GENDIS: GENetic DIscovery of Shapelets Gilles Vandewiele F. Ongenae F. Turck AI4TS 50 12 0 13 Sep 2019
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency A. Bagnall Franz J. Király M. Löning Matthew Middlehurst George Oastler AI4TS 76 6 0 12 Sep 2019
Comprehensive Process Drift Detection with Visual Analytics Anton Yeshchenko Claudio Di Ciccio Jan Mendling Artem Polyvyanyy AI4TS 57 46 0 15 Jul 2019
Making the Dynamic Time Warping Distance Warping-Invariant Brijnesh J. Jain 64 12 0 04 Mar 2019
Comparing Temporal Graphs Using Dynamic Time Warping Vincent Froese Brijnesh J. Jain R. Niedermeier Malte Renken 57 6 0 15 Oct 2018
Revisiting Inaccuracies of Time Series Averaging under Dynamic Time Warping Brijnesh J. Jain 38 4 0 07 Sep 2018