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Data Series Progressive Similarity Search with Probabilistic Quality Guarantees

Summary: Proposes a probabilistic learning-based method for progressive NN search on data series with probabilistic quality guarantees. Delivers initial and progressive estimates with stopping criteria, showing practical accuracy/efficiency gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf6dbb942a661b812
Venue
SIGMOD
Year
2020
Pagerank
6.6771697e-05
Overall Rank
4,304 | 71.07%
DOI
10.1145/3318464.3389751

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{gogolou_sigmod20,
        title = {{Data Series Progressive Similarity Search with Probabilistic Quality Guarantees}},
        author = {Gogolou, Anna and Tsandilas, Theophanis and Echihabi, Karima and Bezerianos, Anastasia and Palpanas, Themis},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3389751},
        url = {https://dl.acm.org/doi/10.1145/3318464.3389751},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
2,265 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.7238222e-05
2,375 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.555841e-05
2,871 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 7.9229231e-05
5,268 FARGO: Fast Maximum Inner Product Search via Global Multi-Probing 2023 VLDB 6.2015316e-05
5,313 Hercules Against Data Series Similarity Search 2022 VLDB 6.1846986e-05
8,048 Progressive Join Algorithms Considering User Preference 2021 CIDR 5.4004443e-05
9,440 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 5.1771634e-05
9,563 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 5.1571823e-05
9,660 dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification 2022 SIGMOD 5.1453267e-05
10,031 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 5.0925155e-05
10,606 Visualization-Oriented Progressive Time Series Transformation 2026 SIGMOD 4.9793485e-05
10,834 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
10,900 ANNiE: A Learned Query Cost Estimator for Graph-Based Approximate Nearest Neighbor Search 2026 VLDB 4.9793485e-05
11,717 LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation 2023 SIGMOD 4.9793485e-05
11,730 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 24 of 24 cited papers.

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

Rank Cited Paper Year Venue Pagerank
9 Online Aggregation 1997 SIGMOD 0.00076195956
42 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00045773967
193 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00025648171
802 Near Neighbor Search in Large Metric Spaces 1995 VLDB 0.00013847746
839 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00013547412
915 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013099703
924 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00013057136
1,082 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012122749
1,090 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012077577
1,095 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00012050625
1,409 Northstar: An Interactive Data Science System 2018 VLDB 0.00010743451
1,527 On the Analysis of Indexing Schemes 1997 PODS 0.00010350889
2,000 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 9.2112617e-05
2,047 Indexing for Data Models with Constraints and Classes (Extended Abstract) 1993 PODS 9.123147e-05
2,079 A Cost Model for Similarity Queries in Metric Spaces 1998 PODS 9.0775779e-05
2,375 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.555841e-05
2,730 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 8.0861221e-05
2,872 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 7.9228762e-05
3,341 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 7.4063139e-05
3,377 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 7.357781e-05
3,513 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 7.2438813e-05
4,601 Matrix Profile X: VALMOD - Scalable Discovery of Variable-Length Motifs in Data Series 2018 SIGMOD 6.5076083e-05
4,680 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 6.4722037e-05
5,275 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 6.2005202e-05
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3 6,610 Similarity Search: A Matching Based Approach 2006 VLDB
4 7,442 Set-based Similarity Search for Time Series 2016 SIGMOD
5 6,108 Efficient Probabilistic Reverse Nearest Neighbor Query Processing on Uncertain Data 2011 VLDB
6 839 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD
7 674 Efficient Similarity Search and Classification via Rank Aggregation 2003 SIGMOD
8 4,835 Nearest-Neighbor Searching Under Uncertainty 2012 PODS
9 2,730 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB
10 2,872 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB