Local Evaluation of Time Series Anomaly Detection Algorithms

27 June 2022

Papers citing "Local Evaluation of Time Series Anomaly Detection Algorithms"

34 / 34 papers shown

Title
RoCA: Robust Contrastive One-class Time Series Anomaly Detection with Contaminated Data Xudong Mou Rui Wang Bo Li Tianyu Wo Jie Sun H. Wang Xudong Liu AI4TS 40 0 0 24 Mar 2025
Can LLMs Understand Time Series Anomalies? Zihao Zhou Rose Yu AI4TS 79 8 0 13 Mar 2025
OIPR: Evaluation for Time-series Anomaly Detection Inspired by Operator Interest Yuhan Jing J. Wang Lei Zhang Haifeng Sun Bo He Zirui Zhuang Chengsen Wang Q. Qi Jianxin Liao AI4TS 50 0 0 03 Mar 2025
GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection Qingxiang Liu Chenghao Liu Sheng Sun Di Yao Yuxuan Liang AI4TS 52 0 0 30 Jan 2025
Multivariate Time Series Anomaly Detection by Capturing Coarse-Grained Intra- and Inter-Variate Dependencies Yongzheng Xie Hongyu Zhang M. Babar AI4TS 36 0 0 22 Jan 2025
Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels Yaxuan Wang Hao Cheng Jing Xiong Qingsong Wen Han Jia Ruixuan Song L. Zhang Zhaowei Zhu Yang Liu AI4TS 49 1 0 21 Jan 2025
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Quan Zhou Changhua Pei Fei Sun Jing Han Zhengwei Gao Dan Pei Haiming Zhang Gaogang Xie Jianhui Li AI4TS 52 4 0 01 Nov 2024
MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast Shiyan Hu Kai Zhao Xiangfei Qiu Yang Shu Jilin Hu Bin Yang Chenjuan Guo AI4TS 23 6 0 21 Oct 2024
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 59 12 0 16 Oct 2024
Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova AI4TS 35 3 0 07 Aug 2024
Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly Detection Yutong Chen Hongzuo Xu Guansong Pang Hezhe Qiao Yuan Zhou Mingsheng Shang AI4TS 22 1 0 28 Jun 2024
Enhanced Anomaly Detection in Automotive Systems Using SAAD: Statistical Aggregated Anomaly Detection Dacian Goina Eduard Hogea George Matieş 21 0 0 11 Jun 2024
Joint Selective State Space Model and Detrending for Robust Time Series Anomaly Detection Junqi Chen Xu Tan S. Rahardja Jiawei Yang S. Rahardja Mamba 31 2 0 30 May 2024
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders Qichao Shentu Beibu Li Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS 50 5 0 24 May 2024
PATE: Proximity-Aware Time series anomaly Evaluation Ramin Ghorbani Marcel J. T. Reinders David Tax 13 1 0 20 May 2024
SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly Detection Zhijie Zhong Zhiwen Yu Xing Xi Yue Xu Jiahui Chen Kaixiang Yang AI4TS 28 1 0 18 May 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Shirui Pan Mahsa Salehi 47 0 0 17 Apr 2024
A Comparison of Deep Learning Architectures for Spacecraft Anomaly Detection Daniel Lakey Tim Schlippe 17 2 0 19 Mar 2024
TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection Models Haotian Si Changhua Pei Hang Cui Jingwen Yang Yongqian Sun ... Haiming Zhang Jing Han Dan Pei Jianhui Li Gaogang Xie AI4TS 11 6 0 16 Feb 2024
Can Tree Based Approaches Surpass Deep Learning in Anomaly Detection? A Benchmarking Study Santonu Sarkar Shanay Mehta Nicole Fernandes Jyotirmoy Sarkar Snehanshu Saha 23 2 0 11 Feb 2024
Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection Chen Liu Shibo He Qihang Zhou Shizhong Li Wenchao Meng AI4TS 21 15 0 26 Jan 2024
PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection Zhijie Zhong Zhiwen Yu Yiyuan Yang Weizheng Wang Kaixiang Yang 17 5 0 18 Jan 2024
Unraveling the "Anomaly" in Time Series Anomaly Detection: A Self-supervised Tri-domain Solution Yuting Sun Guansong Pang Guanhua Ye Tong Chen Xia Hu Hongzhi Yin 22 8 0 19 Nov 2023
SoK: Evaluations in Industrial Intrusion Detection Research Olav Lamberts Konrad Wolsing Eric Wagner Jan Pennekamp Jan Bauer Klaus Wehrle Martin Henze 22 6 0 06 Nov 2023
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Yiyuan Yang Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 95 114 0 17 Jun 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 Y. Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 109 97 0 16 Jun 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 21 50 0 18 May 2023
Evaluation Strategy of Time-series Anomaly Detection with Decay Function Yongwan Gim Kyushik Min 6 0 0 15 May 2023
SoftED: Metrics for Soft Evaluation of Time Series Event Detection Rebecca Salles J. Lima R. Coutinho Esther Pacitti F. Masseglia Reza Akbarinia Chao Chen Jonathan M. Garibaldi Fábio Porto Eduardo S. Ogasawara 11 2 0 02 Apr 2023
Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series Sondre Sørbø M. Ruocco AI4TS 24 18 0 02 Mar 2023
Deep Learning for Time Series Anomaly Detection: A Survey Zahra Zamanzadeh Darban G. I. Webb Shirui Pan Charu C. Aggarwal Mahsa Salehi AI4TS 29 126 0 09 Nov 2022
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series Astha Garg Wenyu Zhang Jules Samaran R. Savitha Chuan-Sheng Foo AI4TS 27 216 0 23 Sep 2021
Towards a Rigorous Evaluation of Time-series Anomaly Detection Siwon Kim K. Choi Hyun-Soo Choi Byunghan Lee Sungroh Yoon AI4TS 75 144 0 11 Sep 2021
Human readable network troubleshooting based on anomaly detection and feature scoring J. M. Navarro Alexis Huet Dario Rossi 14 8 0 26 Aug 2021