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Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series

Summary: Unsupervised, domain-agnostic subsequence anomaly detection for time series. Series2Graph forms a graph on a low-dimensional subsequence embedding to detect single and recurrent anomalies of varying length, without labels, and outperforms baselines in accuracy and speed. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12082
Venue
VLDB
Year
2020
Pagerank
8.3832357e-05
Overall Rank
2,644 | 81.61%
DOI
10.14778/3407790.3407792

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 26 of 26 citing papers.

Rank Citing Paper Year Venue Pagerank
1,253 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00013032074
1,634 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00011058945
2,029 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.740868e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
3,400 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1405533e-05
3,943 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6099833e-05
4,079 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4663636e-05
4,536 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.104642e-05
4,731 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 5.966659e-05
5,777 ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection 2024 VLDB 5.3308813e-05
6,116 GraphAn: Graph-based Subsequence Anomaly Detection 2020 VLDB 5.2039218e-05
7,095 Dumpy: A Compact and Adaptive Index for Large Data Series Collections 2023 SIGMOD 4.8350023e-05
8,157 TOD: GPU-accelerated Outlier Detection via Tensor Operations 2023 VLDB 4.5730908e-05
9,206 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 4.373492e-05
9,294 Theseus: Navigating the Labyrinth of Time-Series Anomaly Detection 2022 VLDB 4.3608061e-05
9,331 dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification 2022 SIGMOD 4.3556432e-05
10,308 Efficient Partition-based Approaches for Diversified Top-k Subgraph Matching 2026 VLDB 4.1945683e-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
10,738 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 4.1945683e-05
10,744 DIM-SUM: Dynamic IMputation for Smart Utility Management 2025 VLDB 4.1945683e-05
10,876 MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection 2025 VLDB 4.1945683e-05
11,200 LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation 2023 SIGMOD 4.1945683e-05
11,235 Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances 2023 VLDB 4.1945683e-05
11,500 Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test 2021 VLDB 4.1945683e-05
13,261 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
161 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00039846974
210 Gorilla: A Fast, Scalable, In-Memory Time Series Database 2015 VLDB 0.0003404384
2,629 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4160309e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.902069e-05
4,536 Data Series Progressive Similarity Search with Probabilistic Quality Guarantees 2020 SIGMOD 6.104642e-05
6,116 GraphAn: Graph-based Subsequence Anomaly Detection 2020 VLDB 5.2039218e-05
Previous Page 1 / 1 Next

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7,182 TimeEval: A Benchmarking Toolkit for Time Series Anomaly Detection Algorithms 2022 VLDB 4.8072409e-05
13,261 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
10,579 Streaming Time Series Subsequence Anomaly Detection: A Glance and Focus Approach 2025 VLDB 4.1945683e-05
10,876 MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust 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
11,094 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1945683e-05
6,423 AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data 2024 VLDB 5.0670573e-05
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