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The R*-tree: An Efficient and Robust Access Method for Points and Rectangles

Summary: R*-tree: joint optimization of area, margin, and overlap in inner nodes for rectangles and multidimensional points. Extensive experiments on a standardized testbed show it outperforms Guttman’s linear/quadratic R-trees and Greene’s variant across point/rectangle queries and map overlay, with efficient data support and only modest implementation cost. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2496
Venue
SIGMOD
Year
1990
Pagerank
0.0016162015
Overall Rank
6 | 99.97%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 278 citing papers.

Rank Citing Paper Year Venue Pagerank
47 Nearest Neighbor Queries 1995 SIGMOD 0.0007015885
65 Fast Subsequence Matching in Time-Series Databases 1994 SIGMOD 0.00062029383
79 A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces 1998 VLDB 0.00056242144
91 M-tree: An Efficient Access Method for Similarity Search in Metric Spaces 1997 VLDB 0.0005181666
129 The X-tree: An Index Structure for High-Dimensional Data 1996 VLDB 0.0004429571
148 Efficient Processing of Spatial Joins Using R-trees 1993 SIGMOD 0.00041182766
169 Fuzzy Queries in Multimedia Database Systems 1998 PODS 0.00038895438
195 Optimizing Queries over Multimedia Repositories 1996 SIGMOD 0.00035406558
212 Fast Approximate Nearest Neighbor Search With The Navigating Spreading-out Graph 2019 VLDB 0.00033913475
242 Generalized Search Trees for Database Systems (Extended Abstract) 1995 VLDB 0.00031110894
270 OPTICS: Ordering Points To Identify the Clustering Structure 1999 SIGMOD 0.00029505642
284 The SR-tree: An Index Structure for High-Dimensional Nearest Neighbor Queries 1997 SIGMOD 0.00028994728
290 Linear Clustering of Objects with Multiple Attributes 1990 SIGMOD 0.00028919734
341 CURE: An Efficient Clustering Algorithm for Large Databases 1998 SIGMOD 0.00026810548
354 Hilbert R-tree: An Improved R-tree Using Fractals 1994 VLDB 0.00026137988
362 Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases 1995 VLDB 0.00025770385
386 Shooting Stars in the Sky: An Online Algorithm for Skyline Queries 2002 VLDB 0.00024768022
389 Query Processing in Spatial Network Databases 2003 VLDB 0.00024620268
471 FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets 1995 SIGMOD 0.00022364776
478 Multi-Step Processing of Spatial Joins 1994 SIGMOD 0.0002222104
539 Fast Time Sequence Indexing for Arbitrary L_p Norms 2000 VLDB 0.00020666392
575 Distance-Based Indexing For High-Dimensional Metric Spaces 1997 SIGMOD 0.00019882723
599 Mining Quantitative Association Rules in Large Relational Tables 1996 SIGMOD 0.00019394214
601 Influence Sets Based on Reverse Nearest Neighbor Queries 2000 SIGMOD 0.00019375875
631 Indexing the Positions of Continuously Moving Objects 2000 SIGMOD 0.00018935493
648 Efficient Retrieval of the Top-k Most Relevant Spatial Web Objects 2009 VLDB 0.00018666267
665 Fast Nearest Neighbor Search in Medical Image Databases 1996 VLDB 0.00018451109
682 Quality and Efficiency in High Dimensional Nearest Neighbor Search 2009 SIGMOD 0.00018201541
701 Efficient Algorithms for Mining Outliers from Large Data Sets 2000 SIGMOD 0.00017938417
749 An Optimal and Progressive Algorithm for Skyline Queries 2003 SIGMOD 0.00017228334
769 Client-Server Paradise 1994 VLDB 0.00016918508
825 Dimensionality Reduction for Similarity Searching in Dynamic Databases 1998 SIGMOD 0.00016228517
838 The Buddy-Tree: An Efficient and Robust Access Method for Spatial Data Base Systems 1990 VLDB 0.00016088938
871 Building a Scalable Geo-Spatial DBMS: Technology, Implementation, and Evaluation 1997 SIGMOD 0.00015767786
925 Partition Based Spatial-Merge Join 1996 SIGMOD 0.00015264328
931 The Pyramid-Technique: Towards Breaking the Curse of Dimensionality 1998 SIGMOD 0.00015238406
983 An Efficient and Scalable Approach to CNN Queries in a Road Network 2005 VLDB 0.00014860126
986 Managing Intervals Efficiently in Object-Relational Databases 2000 VLDB 0.00014838568
997 Similarity-Based Queries for Time Series Data 1997 SIGMOD 0.00014739219
1,002 On Indexing Mobile Objects 1999 PODS 0.00014702555
1,010 HD-Index: Pushing the Scalability-Accuracy Boundary for Approximate kNN Search in High-Dimensional Spaces 2018 VLDB 0.00014652858
1,061 Warping Indexes with Envelope Transforms for Query by Humming 2003 SIGMOD 0.00014368716
1,067 The TPR*-Tree: An Optimized Spatio-Temporal Access Method for Predictive Queries 2003 VLDB 0.00014327945
1,114 Beyond Uniformity and Independence : Analysis of R-trees Using the Concept of Fractal Dimension 1994 PODS 0.00013901031
1,165 SINA: Scalable Incremental Processing of Continuous Queries in Spatio-temporal Databases 2004 SIGMOD 0.00013557822
1,172 Processing Queries By Linear Constraints 1997 PODS 0.00013505441
1,174 Spatial Hash-Joins 1996 SIGMOD 0.00013486418
1,183 A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space 1997 PODS 0.00013455596
1,184 On Effective Multi-Dimensional Indexing for Strings 2000 SIGMOD 0.00013455208
1,220 Efficient Query Processing in Geographic Web Search Engines 2006 SIGMOD 0.00013223504
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 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 0.0032169493
56 Direct Spatial Search on Pictorial Databases Using Packed R-trees 1985 SIGMOD 0.00065631356
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