Towards Similarity-Aware Time-Series Classification

5 January 2022

Daochen Zha

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

27 / 27 papers shown

Title
Dirichlet Energy Constrained Learning for Deep Graph Neural Networks Kaixiong Zhou Xiao Shi Huang Daochen Zha Rui Chen Li Li Soo-Hyun Choi Xia Hu GNN AI4CE 52 115 0 06 Jul 2021
Learning Disentangled Representations for Time Series Yuening Li Zhengzhang Chen Daochen Zha Mengnan Du Denghui Zhang Haifeng Chen Xia Hu CoGe AI4TS 26 9 0 17 May 2021
TODS: An Automated Time Series Outlier Detection System Kwei-Harng Lai Daochen Zha Guanchu Wang Junjie Xu Yue Zhao ... Yile Chen Purav Zumkhawaka Minyang Wan D. Martinez Xia Hu AI4TS 87 65 0 18 Sep 2020
Towards Deeper Graph Neural Networks with Differentiable Group Normalization Kaixiong Zhou Xiao Huang Yuening Li Daochen Zha Rui Chen Xia Hu 93 202 0 12 Jun 2020
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Zonghan Wu Shirui Pan Guodong Long Jing Jiang Xiaojun Chang Chengqi Zhang AI4TS 67 1,365 0 24 May 2020
PyODDS: An End-to-end Outlier Detection System with Automated Machine Learning Yuening Li Daochen Zha Praveen Kumar Venugopal Na Zou Xia Hu 60 45 0 12 Mar 2020
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 141 1,083 0 11 Sep 2019
PyOD: A Python Toolbox for Scalable Outlier Detection Yue Zhao Zain Nasrullah Zheng Li 44 718 0 06 Jan 2019
NeuralWarp: Time-Series Similarity with Warping Networks Josif Grabocka Lars Schmidt-Thieme AI4TS 62 29 0 20 Dec 2018
The UEA multivariate time series classification archive, 2018 A. Bagnall Hoang Anh Dau Jason Lines Michael Flynn J. Large A. Bostrom Paul Southam Eamonn Keogh AI4TS 100 415 0 31 Oct 2018
Autowarp: Learning a Warping Distance from Unlabeled Time Series Using Sequence Autoencoders Abubakar Abid James Zou AI4TS 29 42 0 23 Oct 2018
The UCR Time Series Archive Hoang Anh Dau A. Bagnall Kaveh Kamgar Chin-Chia Michael Yeh Yan Zhu Shaghayegh Gharghabi C. Ratanamahatana Eamonn Keogh 38 819 0 17 Oct 2018
Random Warping Series: A Random Features Method for Time-Series Embedding Lingfei Wu Ian En-Hsu Yen Jinfeng Yi Fangli Xu Qi Lei Michael Witbrock AI4TS 25 49 0 14 Sep 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 244 2,668 0 12 Sep 2018
Detecting and interpreting myocardial infarction using fully convolutional neural networks Nils Strodthoff C. Strodthoff 60 152 0 18 Jun 2018
A review on distance based time series classification A. Abanda U. Mori Jose A. Lozano AI4TS 33 248 0 12 Jun 2018
Multivariate LSTM-FCNs for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Samuel Harford AI4TS 49 827 0 14 Jan 2018
Cost-Sensitive Convolution based Neural Networks for Imbalanced Time-Series Classification Yue Geng Xinyu Luo AI4TS 33 29 0 13 Jan 2018
LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Shun Chen AIMat AI4TS 37 1,100 0 08 Sep 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 403 15,066 0 07 Jun 2017
Soft-DTW: a Differentiable Loss Function for Time-Series Marco Cuturi Mathieu Blondel AI4TS 164 620 0 05 Mar 2017
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 60 1,646 0 20 Nov 2016
Similarity Learning for Time Series Classification Maria-Irina Nicolae Éric Gaussier Amaury Habrard M. Sebban AI4TS 27 4 0 15 Oct 2016
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 485 28,901 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 255 7,622 0 30 Jun 2016
Time-series modeling with undecimated fully convolutional neural networks Roni Mittelman AI4TS BDL 49 50 0 03 Aug 2015
An Empirical Evaluation of Similarity Measures for Time Series Classification Joan Serrà J. Arcos AI4TS 54 213 0 16 Jan 2014