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Contrastive predictive coding for Anomaly Detection in Multi-variate
  Time Series Data

Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data

8 February 2022
Theivendiram Pranavan
Terence Sim
Arulmurugan Ambikapathi
Savitha Ramasamy
    AI4TS
ArXiv (abs)PDFHTMLGithub

Papers citing "Contrastive predictive coding for Anomaly Detection in Multi-variate Time Series Data"

3 / 3 papers shown
SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly Detection
SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly DetectionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024
Zhijie Zhong
Zhiwen Yu
Xing Xi
Yue Xu
Jiahui Chen
Yiyuan Yang
Kaixiang Yang
Jane You
AI4TS
386
19
0
18 May 2024
PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly
  Detection
PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection
Zhijie Zhong
Zhiwen Yu
Yiyuan Yang
Weizheng Wang
Kaixiang Yang
504
31
0
18 Jan 2024
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress,
  and Prospects
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and ProspectsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023
Kexin Zhang
Qingsong Wen
Chaoli Zhang
Rongyao Cai
Ming Jin
...
James Y. Zhang
Yuxuan Liang
Guansong Pang
Dongjin Song
Shirui Pan
AI4TS
557
227
0
16 Jun 2023
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