Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series

2 March 2023

Papers citing "Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series"

13 / 13 papers shown

Title
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 48 0 0 03 Mar 2025
VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly Detection Paul Boniol Ashwin K. Krishna Marine Bruel Qinghua Liu Mingyi Huang Themis Palpanas Ruey S. Tsay Aaron J. Elmore Michael Franklin John Paparrizos AI4TS 38 0 0 20 Feb 2025
Detecting Anomalies Using Rotated Isolation Forest Vahideh Monemizadeh Kourosh Kiani 43 0 0 29 Jan 2025
Exploring the Impact of Outlier Variability on Anomaly Detection Evaluation Metrics Minjae Ok Simon Klüttermann Emmanuel Müller 11 1 0 24 Sep 2024
ALPEC: A Comprehensive Evaluation Framework and Dataset for Machine Learning-Based Arousal Detection in Clinical Practice Stefan Kraft Andreas Theissler Vera Wienhausen-Wilke Philipp Walter Gjergji Kasneci 16 0 0 20 Sep 2024
Towards Unbiased Evaluation of Time-series Anomaly Detector Debarpan Bhattacharya Sumanta Mukherjee Chandramouli Kamanchi Vijay Ekambaram Arindam Jati Pankaj Dayama AI4TS 24 0 0 19 Sep 2024
Topological Analysis for Detecting Anomalies (TADA) in Time Series Frédéric Chazal Martin Royer Clément Levrard 38 0 0 10 Jun 2024
Time Series Anomaly Detection using Diffusion-based Models Ioana Pintilie Andrei Manolache Florin Brad DiffM 13 14 0 02 Nov 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
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
An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series Astha Garg Wenyu Zhang Jules Samaran R. Savitha Chuan-Sheng Foo AI4TS 24 216 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
Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-Encoder Longyuan Li Junchi Yan Haiyang Wang Yaohui Jin BDL AI4TS 35 132 0 02 Feb 2021