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Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection

Summary: New accuracy measures for time-series anomaly detection that address range-based anomalies. Extends AUC-based evaluation and introduces VUS (Volume Under the Surface), a parameter-free, threshold-independent family; claims superior robustness to noise, misalignment, and varying anomaly cardinality. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12764
Venue
VLDB
Year
2022
Pagerank
6.6036232e-05
Overall Rank
3,946 | 72.58%
DOI
10.14778/3551793.3551830

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9241557e-05
3,403 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1338786e-05
4,082 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4601453e-05
5,785 ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection 2024 VLDB 5.3257637e-05
6,419 AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data 2024 VLDB 5.0621949e-05
6,435 An Experimental Evaluation of Anomaly Detection in Time Series 2024 VLDB 5.0555305e-05
8,222 TSGBench: Time Series Generation Benchmark 2024 VLDB 4.5509275e-05
8,279 OneShotSTL: One-Shot Seasonal-Trend Decomposition For Online Time Series Anomaly Detection And Forecasting 2023 VLDB 4.5392079e-05
8,740 A Multi-Scale Decomposition MLP-Mixer for Time Series Analysis 2024 VLDB 4.4520434e-05
9,299 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 4.356626e-05
9,334 Odyssey: An Engine Enabling The Time-Series Clustering Journey 2023 VLDB 4.351469e-05
10,476 A Structured Study of Multivariate Time-Series Distance Measures 2025 SIGMOD 4.1905499e-05
10,533 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.1905499e-05
10,645 TAB: Unified Benchmarking of Time Series Anomaly Detection Methods 2025 VLDB 4.1905499e-05
10,725 BURST: Rendering Clustering Techniques Suitable for Evolving Streams 2025 VLDB 4.1905499e-05
10,745 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 4.1905499e-05
10,748 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 4.1905499e-05
10,834 EasyAD: A Demonstration of Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 4.1905499e-05
10,880 MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection 2025 VLDB 4.1905499e-05
11,097 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1905499e-05
11,237 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1905499e-05
11,252 CORE-Sketch: On Exact Computation of Median Absolute Deviation with Limited Space 2023 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
159 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00040135453
1,510 k-Shape: Efficient and Accurate Clustering of Time Series 2015 SIGMOD 0.00011588558
2,032 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.7320795e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9241557e-05
2,619 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 8.4427442e-05
2,635 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4081184e-05
2,646 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3751681e-05
4,062 GRAIL: Efficient Time-Series Representation Learning 2019 VLDB 6.4792249e-05
4,854 Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures 2020 SIGMOD 5.8707943e-05
6,311 VergeDB: A Database for IoT Analytics on Edge Devices 2021 CIDR 5.1112212e-05
6,366 Good to the Last Bit: Data-Driven Encoding with CodecDB 2021 SIGMOD 5.0892171e-05
8,090 PIDS: Attribute Decomposition for Improved Compression and Query Performance in Columnar Storage 2020 VLDB 4.5853298e-05
13,274 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
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