Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series

Summary: Evaluate time-series classification for anomaly-detector selection: 17 classifiers on 1,800 series, showing classifier-based selection outperforms all individual detectors with similar runtime. First large-scale baseline proving TS classification enables accurate, efficient model selection for AutoML anomaly pipelines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13176
Venue: VLDB
Year: 2023
Pagerank: 6.4601453e-05
Overall Rank: 4,082 | 71.64%
DOI: 10.14778/3611479.3611536

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
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
9,599	SPARTAN: Data-Adaptive Symbolic Time-Series Approximation	2025	SIGMOD	4.3136057e-05
10,451	KDSelector: A Knowledge-Enhanced and Data-Efficient Model Selector Learning Framework for Time Series Anomaly Detection	2025	SIGMOD	4.1905499e-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
10,588	Streaming Time Series Subsequence Anomaly Detection: A Glance and Focus Approach	2025	VLDB	4.1905499e-05
10,609	Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching	2025	VLDB	4.1905499e-05
10,725	BURST: Rendering Clustering Techniques Suitable for Evolving Streams	2025	VLDB	4.1905499e-05
10,746	Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods	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
11,062	DARKER: Efficient Transformer with Data-driven Attention Mechanism for Time Series	2024	VLDB	4.1905499e-05
11,097	Time-Series Anomaly Detection: Overview and New Trends	2024	VLDB	4.1905499e-05
13,189	ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series	2024	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 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
1,253	Anomaly Detection in Time Series: A Comprehensive Evaluation	2022	VLDB	0.00013019488
1,510	k-Shape: Efficient and Accurate Clustering of Time Series	2015	SIGMOD	0.00011588558
1,640	Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series	2021	VLDB	0.00011048873
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
3,946	Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection	2022	VLDB	6.6036232e-05
4,062	GRAIL: Efficient Time-Series Representation Learning	2019	VLDB	6.4792249e-05
4,193	New Trends in High-D Vector Similarity Search: AI-driven, Progressive, and Distributed	2021	VLDB	6.3657766e-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
9,254	iEDeaL: A Deep Learning Framework for Detecting Highly Imbalanced Interictal Epileptiform Discharges	2023	VLDB	4.3648789e-05
9,299	Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection	2022	VLDB	4.356626e-05
9,336	dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification	2022	SIGMOD	4.351469e-05
11,237	Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances	2023	VLDB	4.1905499e-05
13,274	SAND in Action: Subsequence Anomaly Detection for Streams	2021	VLDB	-

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