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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
5967
Venue
SIGMOD
Year
2020
Pagerank
6.1091797e-05
Overall Rank
4,524 | 68.56%
DOI
10.1145/3318464.3389751

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
2,646 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3751681e-05
3,403 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1338786e-05
4,622 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 6.0356382e-05
5,690 FARGO: Fast Maximum Inner Product Search via Global Multi-Probing 2023 VLDB 5.3699421e-05
5,747 Hercules Against Data Series Similarity Search 2022 VLDB 5.3427166e-05
7,845 Progressive Join Algorithms Considering User Preference 2021 CIDR 4.6327267e-05
9,208 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 4.3693005e-05
9,233 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 4.3648789e-05
9,336 dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification 2022 SIGMOD 4.351469e-05
9,710 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 4.2951473e-05
10,127 Visualization-Oriented Progressive Time Series Transformation 2026 SIGMOD 4.1905499e-05
10,291 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.1905499e-05
11,202 LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation 2023 SIGMOD 4.1905499e-05
11,217 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.1905499e-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
14 Online Aggregation 1997 SIGMOD 0.0010813443
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00061977022
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031052437
707 Near Neighbor Search in Large Metric Spaces 1995 VLDB 0.00017770532
992 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014795333
1,157 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00013600695
1,164 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013572951
1,347 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012463441
1,354 Northstar: An Interactive Data Science System 2018 VLDB 0.00012424105
1,425 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012044433
1,485 On the Analysis of Indexing Schemes 1997 PODS 0.00011698762
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
1,808 A Cost Model for Similarity Queries in Metric Spaces 1998 PODS 0.00010476269
2,010 Indexing for Data Models with Constraints and Classes (Extended Abstract) 1993 PODS 9.8046157e-05
2,151 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 9.4234044e-05
2,583 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.4973431e-05
2,646 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3751681e-05
3,199 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.3999833e-05
3,544 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.98759e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.8997167e-05
3,841 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 6.7090738e-05
4,217 Matrix Profile X: VALMOD - Scalable Discovery of Variable-Length Motifs in Data Series 2018 SIGMOD 6.3439684e-05
5,156 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6534878e-05
5,763 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 5.3358283e-05
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Overall Rank Paper Year Venue Pagerank
6,545 Flexible Aggregate Similarity Search 2011 SIGMOD 5.01361e-05
1,535 Efficient Search for the Top-k Probable Nearest Neighbors in Uncertain Databases 2008 VLDB 0.00011461371
6,173 Similarity Search: A Matching Based Approach 2006 VLDB 5.1684255e-05
7,210 Set-based Similarity Search for Time Series 2016 SIGMOD 4.7949775e-05
6,865 Efficient Probabilistic Reverse Nearest Neighbor Query Processing on Uncertain Data 2011 VLDB 4.9002126e-05
1,347 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012463441
710 Efficient Similarity Search and Classification via Rank Aggregation 2003 SIGMOD 0.00017727016
4,721 Nearest-Neighbor Searching Under Uncertainty 2012 PODS 5.9647585e-05
3,199 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.3999833e-05
3,629 The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art 2019 VLDB 6.8997167e-05