Towards Similarity-Aware Time-Series Classification

Towards Similarity-Aware Time-Series Classification

5 January 2022

Daochen Zha

Papers citing "Towards Similarity-Aware Time-Series Classification"

15 / 15 papers shown

Title
DynaGraph: Interpretable Multi-Label Prediction from EHRs via Dynamic Graph Learning and Contrastive Augmentation Munib Mesinovic Soheila Molaei Peter Watkinson Tingting Zhu AI4TS 34 0 0 28 Mar 2025
Causal and Local Correlations Based Network for Multivariate Time Series Classification Mingsen Du Yanxuan Wei Xiangwei Zheng Cun Ji CML AI4TS 66 0 0 27 Nov 2024
Persistent homology of featured time series data and its applications Eunwoo Heo Jae-Hun Jung 33 0 0 08 May 2024
Exploiting Individual Graph Structures to Enhance Ecological Momentary Assessment (EMA) Forecasting Mandani Ntekouli Gerasimos Spanakis L. Waldorp A. Roefs 17 0 0 28 Mar 2024
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection Ming Jin Huan Yee Koh Qingsong Wen Daniele Zambon C. Alippi G. I. Webb Irwin King Shirui Pan AI4TS AI4CE 31 140 0 07 Jul 2023
A Survey on Time-Series Pre-Trained Models Qianli Ma Z. Liu Zhenjing Zheng Ziyang Huang Siying Zhu Zhongzhong Yu James T. Kwok AI4TS 19 50 0 18 May 2023
Context-aware Domain Adaptation for Time Series Anomaly Detection Kwei-Herng Lai Lan Wang Huiyuan Chen Kaixiong Zhou Fei Wang Hao Yang Xia Hu TTA AI4TS 11 8 0 15 Apr 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 6 188 0 17 Mar 2023
Enhancing Multivariate Time Series Classifiers through Self-Attention and Relative Positioning Infusion Mehryar Abbasi Parvaneh Saeedi AI4TS 14 6 0 13 Feb 2023
LB-SimTSC: An Efficient Similarity-Aware Graph Neural Network for Semi-Supervised Time Series Classification Wenjie Xi A. Jain Li Zhang Jessica Lin AI4TS 11 1 0 12 Jan 2023
Data-centric AI: Perspectives and Challenges Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Xia Hu 10 66 0 12 Jan 2023
BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs Kay Liu Yingtong Dou Yue Zhao Xueying Ding Xiyang Hu ... Lichao Sun Jundong Li George H. Chen Zhihao Jia Philip S. Yu OOD 21 86 0 21 Jun 2022
Graph-Guided Network for Irregularly Sampled Multivariate Time Series Xiang Zhang M. Zeman Theodoros Tsiligkaridis Marinka Zitnik MLAU AI4TS 30 75 0 11 Oct 2021
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 85 1,058 0 11 Sep 2019
Soft-DTW: a Differentiable Loss Function for Time-Series Marco Cuturi Mathieu Blondel AI4TS 127 601 0 05 Mar 2017