Database Paper Browser

Back to papers

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
5966
Venue
SIGMOD
Year
2020
Pagerank
6.104642e-05
Overall Rank
4,536 | 68.45%
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
2,644 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3832357e-05
3,400 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 7.1405533e-05
4,731 Graph-Based Vector Search: An Experimental Evaluation of the State-of-the-Art 2025 SIGMOD 5.966659e-05
5,707 FARGO: Fast Maximum Inner Product Search via Global Multi-Probing 2023 VLDB 5.3611041e-05
5,738 Hercules Against Data Series Similarity Search 2022 VLDB 5.3478528e-05
7,840 Progressive Join Algorithms Considering User Preference 2021 CIDR 4.6371736e-05
9,206 Odyssey: A Journey in the Land of Distributed Data Series Similarity Search 2023 VLDB 4.373492e-05
9,230 LeaFi: Data Series Indexes on Steroids with Learned Filters 2025 SIGMOD 4.3690661e-05
9,331 dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification 2022 SIGMOD 4.3556432e-05
9,711 TSUBASA: Climate Network Construction on Historical and Real-Time Data 2022 SIGMOD 4.299267e-05
10,127 Visualization-Oriented Progressive Time Series Transformation 2026 SIGMOD 4.1945683e-05
10,279 ConANN: Conformal Approximate Nearest Neighbor Search 2026 VLDB 4.1945683e-05
11,200 LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation 2023 SIGMOD 4.1945683e-05
11,215 Correlation Joins over Time Series Data Streams Utilizing Complementary Dimension Reduction and Transformation 2023 SIGMOD 4.1945683e-05
Previous Page 1 / 1 Next

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 0.0010801504
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00062029383
243 Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases 2001 SIGMOD 0.00031074984
708 Near Neighbor Search in Large Metric Spaces 1995 VLDB 0.00017772684
991 Effortless Data Exploration with zenvisage: An Expressive and Interactive Visual Analytics System 2017 VLDB 0.00014807273
1,157 A Data-adaptive and Dynamic Segmentation Index for Whole Matching on Time Series 2013 VLDB 0.00013610658
1,161 Querying and Mining of Time Series Data: Experimental Comparison of Representations and Distance Measures 2008 VLDB 0.00013585236
1,350 Northstar: An Interactive Data Science System 2018 VLDB 0.00012431059
1,364 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012370117
1,425 Scalable Approximate Query Processing With The DBO Engine 2007 SIGMOD 0.00012051353
1,488 On the Analysis of Indexing Schemes 1997 PODS 0.00011699446
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011287495
1,811 A Cost Model for Similarity Queries in Metric Spaces 1998 PODS 0.00010467197
2,003 Indexing for Data Models with Constraints and Classes (Extended Abstract) 1993 PODS 9.8126082e-05
2,147 RINSE: Interactive Data Series Exploration with ADS+ 2015 VLDB 9.4325176e-05
2,580 Sample + Seek: Approximating Aggregates with Distribution Precision Guarantee 2016 SIGMOD 8.5058814e-05
2,644 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3832357e-05
3,183 Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search 2020 VLDB 7.4228241e-05
3,540 Scalable, Variable-Length Similarity Search in Data Series: The ULISSE Approach 2018 VLDB 6.9943185e-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
3,835 I've Seen "Enough": Incrementally Improving Visualizations to Support Rapid Decision Making 2017 VLDB 6.7163364e-05
4,219 Matrix Profile X: VALMOD - Scalable Discovery of Variable-Length Motifs in Data Series 2018 SIGMOD 6.3500768e-05
5,158 Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes 2018 VLDB 5.6588553e-05
5,758 Top-k Nearest Neighbor Search In Uncertain Data Series 2015 VLDB 5.339397e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
6,547 Flexible Aggregate Similarity Search 2011 SIGMOD 5.0183532e-05
1,542 Efficient Search for the Top-k Probable Nearest Neighbors in Uncertain Databases 2008 VLDB 0.00011456321
6,164 Similarity Search: A Matching Based Approach 2006 VLDB 5.1733919e-05
7,210 Set-based Similarity Search for Time Series 2016 SIGMOD 4.799457e-05
6,946 Efficient Probabilistic Reverse Nearest Neighbor Query Processing on Uncertain Data 2011 VLDB 4.8909775e-05
1,364 Improving Approximate Nearest Neighbor Search through Learned Adaptive Early Termination 2020 SIGMOD 0.00012370117
709 Efficient Similarity Search and Classification via Rank Aggregation 2003 SIGMOD 0.00017768547
4,724 Nearest-Neighbor Searching Under Uncertainty 2012 PODS 5.9697823e-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