Database Paper Browser

Back to papers

An Experimental Evaluation of Anomaly Detection in Time Series

Summary: Provides a taxonomy of time-series anomaly detectors and a unified empirical comparison of 17 state-of-the-art algorithms on real and synthetic benchmarks using both point and range metrics. Thoroughly evaluates effectiveness, efficiency, and robustness across anomaly rates, data size, dimensionality, anomaly patterns, and threshold settings, and offers practical guidance for method selection. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13725
Venue
VLDB
Year
2024
Pagerank
5.0603878e-05
Overall Rank
6,440 | 55.20%
DOI
10.14778/3620393.3632110

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 4 of 4 citing papers.

Rank Citing Paper Year Venue Pagerank
6,423 AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data 2024 VLDB 5.0670573e-05
9,560 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 4.3254416e-05
10,579 Streaming Time Series Subsequence Anomaly Detection: A Glance and Focus Approach 2025 VLDB 4.1945683e-05
10,637 TAB: Unified Benchmarking of Time Series Anomaly Detection Methods 2025 VLDB 4.1945683e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
1,253 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00013032074
1,516 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011586255
1,634 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00011058945
1,854 Distance-based Outlier Detection in Data Streams 2016 VLDB 0.00010317762
1,921 Apache IoTDB: Time-series Database for Internet of Things 2020 VLDB 0.00010082827
2,029 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.740868e-05
2,290 TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data 2022 VLDB 9.0934125e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
3,012 NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing 2019 VLDB 7.7153586e-05
3,943 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6099833e-05
8,083 A New Distributional Treatment for Time Series and An Anomaly Detection Investigation 2022 VLDB 4.5903492e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
10,876 MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection 2025 VLDB 4.1945683e-05
10,637 TAB: Unified Benchmarking of Time Series Anomaly Detection Methods 2025 VLDB 4.1945683e-05
7,182 TimeEval: A Benchmarking Toolkit for Time Series Anomaly Detection Algorithms 2022 VLDB 4.8072409e-05
10,738 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 4.1945683e-05
8,228 Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data 2007 VLDB 4.5549459e-05
6,423 AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data 2024 VLDB 5.0670573e-05
4,079 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4663636e-05
11,094 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1945683e-05
1,253 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00013032074