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Distance-Based Indexing For High-Dimensional Metric Spaces

Summary: Proposes a multi-vantage point (MVP) tree for similarity search in high-dimensional metric spaces. Uses multiple vantage points per level with precomputed distances to form spherical partitions; MVP-tree outperforms vp-trees by 20–80% across query ranges and distance distributions. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2961
Venue
SIGMOD
Year
1997
Pagerank
0.0001987713
Overall Rank
574 | 96.02%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.00051785122
125 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00044946098
1,808 A Cost Model for Similarity Queries in Metric Spaces 1998 PODS 0.00010476269
2,478 Identifying Similarities, Periodicities and Bursts for Online Search Queries 2004 SIGMOD 8.6866662e-05
3,301 Indexing the Distance: An Efficient Method to KNN Processing 2001 VLDB 7.2450912e-05
3,515 Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources 2013 SIGMOD 7.0191008e-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
4,096 Finding Near Neighbors Through Cluster Pruning 2007 PODS 6.4506806e-05
5,086 Pivot-based Metric Indexing 2017 VLDB 5.7036022e-05
5,314 Online Event-driven Subsequence Matching over Financial Data Streams 2004 SIGMOD 5.5702825e-05
6,458 Reference-Based Indexing of Sequence Databases 2006 VLDB 5.0484248e-05
7,654 LiteHST: A Tree Embedding based Method for Similarity Search 2023 SIGMOD 4.6831082e-05
7,843 GTI: Graph-based Tree Index with Logarithm Updates for Nearest Neighbor Search in High-Dimensional Spaces 2025 VLDB 4.6335219e-05
8,127 Similarity Search for Adaptive Ellipsoid Queries Using Spatial Transformation 2001 VLDB 4.5757206e-05
8,167 GTS: GPU-based Tree Index for Fast Similarity Search 2024 SIGMOD 4.567569e-05
8,559 Contorting High Dimensional Data for Efficient Main Memory KNN Processing 2003 SIGMOD 4.4893996e-05
8,813 Indexing Images in Oracle8i 2000 SIGMOD 4.4396055e-05
9,825 Exploiting Structure in Regular Expression Queries 2023 SIGMOD 4.2710095e-05
10,180 LM-Tree: A Hybrid Learned Index for Similarity Search in Metric Spaces 2026 SIGMOD 4.1905499e-05
10,706 Not Small Enough? SegPQ: A Learned Approach to Compress Product Quantization Codebooks 2025 VLDB 4.1905499e-05
11,377 DESIRE: An Efficient Dynamic Cluster-based Forest Indexing for Similarity Search in Multi-Metric Spaces 2022 VLDB 4.1905499e-05
11,912 Indexing Metric Uncertain Data for Range Queries 2015 SIGMOD 4.1905499e-05
12,634 The ND-Tree: A Dynamic Indexing Technique for Multidimensional Non-ordered Discrete Data Spaces 2003 VLDB 4.1905499e-05
12,756 Fast High-Dimensional Data Search in Incomplete Databases 1998 VLDB 4.1905499e-05
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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
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0032118946
6 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.0016113151
24 The R+-Tree: A Dynamic Index For Multi-Dimensional Objects 1987 VLDB 0.00083300888
48 Nearest Neighbor Queries 1995 SIGMOD 0.0006954126
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00061977022
707 Near Neighbor Search in Large Metric Spaces 1995 VLDB 0.00017770532
1,290 Content-Based Image Indexing 1994 VLDB 0.00012774326
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076824554
1,013 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014632051
7,790 Similarity Search on Bregman Divergence: Towards Non-Metric Indexing 2009 VLDB 4.6458343e-05
8,127 Similarity Search for Adaptive Ellipsoid Queries Using Spatial Transformation 2001 VLDB 4.5757206e-05
1,755 Efficient User-Adaptable Similarity Search in Large Multimedia Databases 1997 VLDB 0.00010661725
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.00051785122
8,645 A Non-Linear Dimensionality-Reduction Technique for Fast Similarity Search in Large Databases 2006 SIGMOD 4.4725847e-05
1,290 Content-Based Image Indexing 1994 VLDB 0.00012774326
1,808 A Cost Model for Similarity Queries in Metric Spaces 1998 PODS 0.00010476269
9,288 Adaptive Indexing in High-Dimensional Metric Spaces 2023 VLDB 4.3589837e-05