Nearest Neighbor Queries.
Nick Roussopoulos, Stephen Kelley, Frédéic Vincent:
Nearest Neighbor Queries.
SIGMOD Conference 1995: 71-79@inproceedings{DBLP:conf/sigmod/RoussopoulosKV95,
author = {Nick Roussopoulos and
Stephen Kelley and
Fr{\'e}d{\'e}ic Vincent},
editor = {Michael J. Carey and
Donovan A. Schneider},
title = {Nearest Neighbor Queries},
booktitle = {Proceedings of the 1995 ACM SIGMOD International Conference on
Management of Data, San Jose, California, May 22-25, 1995},
publisher = {ACM Press},
year = {1995},
pages = {71-79},
ee = {http://doi.acm.org/10.1145/223784.223794, db/conf/sigmod/RoussopoulosKV95.html},
crossref = {DBLP:conf/sigmod/95},
bibsource = {DBLP, http://dblp.uni-trier.de}
}
BibTeX
Abstract
A frequently encountered type of query in Geographic Information Systems is
to find the k nearest neighbor objects to a given point in space. Processing
such queries requires substantially different search algorithms than those for
location or range queries. In this paper we present an efficient
branch-and-bound R-tree traversaJ algorithm to find the nearest neighbor object
to a point, and then generalize it to finding the k nearest neighbors. We also
discuss metrics for an optimistic and a pessimistic search ordering strategy
as well as for pruning. Finally, we present the results of several experiments
obtained using the implementation of our algorithm and examine the behavior of
the metrics and the scalabfity of the algorithm.
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BibTeX
Printed Edition
Michael J. Carey, Donovan A. Schneider (Eds.):
Proceedings of the 1995 ACM SIGMOD International Conference on Management of Data, San Jose, California, May 22-25, 1995.
ACM Press 1995 BibTeX
,
SIGMOD Record 24(2),
June 1995
Contents
[Index Terms]
[Full Text in PDF Format, 777 KB]
References
- [Beck90]
- Norbert Beckmann, Hans-Peter Kriegel, Ralf Schneider, Bernhard Seeger:
The R*-Tree: An Efficient and Robust Access Method for Points and Rectangles.
SIGMOD Conference 1990: 322-331 BibTeX
- [BKS93]
- Thomas Brinkhoff, Hans-Peter Kriegel, Bernhard Seeger:
Efficient Processing of Spatial Joins Using R-Trees.
SIGMOD Conference 1993: 237-246 BibTeX
- [FBF77]
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- Antonin Guttman:
R-Trees: A Dynamic Index Structure for Spatial Searching.
SIGMOD Conference 1984: 47-57 BibTeX
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Fundamentals of Computer Algorithms.
Computer Science Press 1978
BibTeX
- [Jaga90]
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Linear Clustering of Objects with Multiple Atributes.
SIGMOD Conference 1990: 332-342 BibTeX
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Hilbert R-tree: An Improved R-tree using Fractals.
VLDB 1994: 500-509 BibTeX
- [Rous85]
- Nick Roussopoulos, Daniel Leifker:
Direct Spatial Search on Pictorial Databases Using Packed R-Trees.
SIGMOD Conference 1985: 17-31 BibTeX
- [Same89]
- Hanan Samet:
The Design and Analysis of Spatial Data Structures.
Addison-Wesley 1990
BibTeX
- [Same90]
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- [SRF87]
- Timos K. Sellis, Nick Roussopoulos, Christos Faloutsos:
The R+-Tree: A Dynamic Index for Multi-Dimensional Objects.
VLDB 1987: 507-518 BibTeX
- [Spro91]
- Robert F. Sproull:
Refinements to Nearest-Neighbor Searching in k-Dimensional Trees.
Algorithmica 6(4): 579-589(1991) BibTeX
Referenced by
- Stefan Berchtold, Christian Böhm, Daniel A. Keim, Florian Krebs, Hans-Peter Kriegel:
On Optimizing Nearest Neighbor Queries in High-Dimensional Data Spaces.
ICDT 2001: 435-449
- Sridhar Ramaswamy, Rajeev Rastogi, Kyuseok Shim:
Efficient Algorithms for Mining Outliers from Large Data Sets.
SIGMOD Conference 2000: 427-438
- Hyoseop Shin, Bongki Moon, Sukho Lee:
Adaptive Multi-Stage Distance Join Processing.
SIGMOD Conference 2000: 343-354
- Flip Korn, S. Muthukrishnan:
Influence Sets Based on Reverse Nearest Neighbor Queries.
SIGMOD Conference 2000: 201-212
- Antonio Corral, Yannis Manolopoulos, Yannis Theodoridis, Michael Vassilakopoulos:
Closest Pair Queries in Spatial Databases.
SIGMOD Conference 2000: 189-200
- Gísli R. Hjaltason, Hanan Samet:
Distance Browsing in Spatial Databases.
ACM Trans. Database Syst. 24(2): 265-318(1999)
- Tolga Bozkaya, Z. Meral Özsoyoglu:
Indexing Large Metric Spaces for Similarity Search Queries.
ACM Trans. Database Syst. 24(3): 361-404(1999)
- Joseph K. P. Kuan, Paul H. Lewis:
A Study on Data Point Search for HG-Trees.
SIGMOD Record 28(1): 90-96(1999)
- Weidong Chen, Jyh-Herng Chow, You-Chin Fuh, Jean Grandbois, Michelle Jou, Nelson Mendonça Mattos, Brian T. Tran, Yun Wang:
High Level Indexing of User-Defined Types.
VLDB 1999: 554-564
- Nikos Mamoulis, Dimitris Papadias:
Integration of Spatial Join Algorithms for Processing Multiple Inputs.
SIGMOD Conference 1999: 1-12
- Kothuri Venkata Ravi Kanth, Siva Ravada, Jayant Sharma, Jay Banerjee:
Indexing Medium-dimensionality Data in Oracle.
SIGMOD Conference 1999: 521-522
- Charu C. Aggarwal, Joel L. Wolf, Philip S. Yu:
A New Method for Similarity Indexing of Market Basket Data.
SIGMOD Conference 1999: 407-418
- Davood Rafiei:
On Similarity-Based Queries for Time Series Data.
ICDE 1999: 410-417
- Kin-pong Chan, Ada Wai-Chee Fu:
Efficient Time Series Matching by Wavelets.
ICDE 1999: 126-133
- Gunter Saake, Andreas Heuer:
Datenbanken: Implementierungstechniken.
MITP-Verlag 1999, ISBN 3-8266-0513-6
Contents - Flip Korn, Nikolaos Sidiropoulos, Christos Faloutsos, Eliot Siegel, Zenon Protopapas:
Fast and Effective Retrieval of Medical Tumor Shapes.
IEEE Trans. Knowl. Data Eng. 10(6): 889-904(1998)
- Mihael Ankerst, Hans-Peter Kriegel, Thomas Seidl:
A Multistep Approach for Shape Similarity Search in Image Databases.
IEEE Trans. Knowl. Data Eng. 10(6): 996-1004(1998)
- King Lum Cheung, Ada Wai-Chee Fu:
Enhanced Nearest Neighbour Search on the R-tree.
SIGMOD Record 27(3): 16-21(1998)
- Dimitris Papadias, Nikos Mamoulis, Vasilis Delis:
Algorithms for Querying by Spatial Structure.
VLDB 1998: 546-557
- Mihael Ankerst, Bernhard Braunmüller, Hans-Peter Kriegel, Thomas Seidl:
Improving Adaptable Similarity Query Processing by Using Approximations.
VLDB 1998: 206-217
- Yannis Theodoridis, Timos K. Sellis, Apostolos Papadopoulos, Yannis Manolopoulos:
Specifications for Efficient Indexing in Spatiotemporal Databases.
SSDBM 1998: 123-132
- Thomas Seidl, Hans-Peter Kriegel:
Optimal Multi-Step k-Nearest Neighbor Search.
SIGMOD Conference 1998: 154-165
- Apostolos Papadopoulos, Yannis Manolopoulos:
Similarity Query Processing Using Disk Arrays.
SIGMOD Conference 1998: 225-236
- Gísli R. Hjaltason, Hanan Samet:
Incremental Distance Join Algorithms for Spatial Databases.
SIGMOD Conference 1998: 237-248
- Andreas Henrich:
The LSDh-Tree: An Access Structure for Feature Vectors.
ICDE 1998: 362-369
- Stefan Berchtold, Bernhard Ertl, Daniel A. Keim, Hans-Peter Kriegel, Thomas Seidl:
Fast Nearest Neighbor Search in High-Dimensional Space.
ICDE 1998: 209-218
- Paul M. Aoki:
Generalizing ``Search'' in Generalized Search Trees (Extended Abstract).
ICDE 1998: 380-389
- Paolo Ciaccia, Marco Patella, Pavel Zezula:
Processing Complex Similarity Queries with Distance-Based Access Methods.
EDBT 1998: 9-23
- Euripides G. M. Petrakis, Christos Faloutsos:
Similarity Searching in Medical Image Databases.
IEEE Trans. Knowl. Data Eng. 9(3): 435-447(1997)
- Thomas Seidl, Hans-Peter Kriegel:
Efficient User-Adaptable Similarity Search in Large Multimedia Databases.
VLDB 1997: 506-515
- Paolo Ciaccia, Marco Patella, Pavel Zezula:
M-tree: An Efficient Access Method for Similarity Search in Metric Spaces.
VLDB 1997: 426-435
- Davood Rafiei, Alberto O. Mendelzon:
Similarity-Based Queries for Time Series Data.
SIGMOD Conference 1997: 13-25
- Jignesh M. Patel, Jie-Bing Yu, Navin Kabra, Kristin Tufte, Biswadeep Nag, Josef Burger, Nancy E. Hall, Karthikeyan Ramasamy, Roger Lueder, Curt J. Ellmann, Jim Kupsch, Shelly Guo, David J. DeWitt, Jeffrey F. Naughton:
Building a Scaleable Geo-Spatial DBMS: Technology, Implementation, and Evaluation.
SIGMOD Conference 1997: 336-347
- Norio Katayama, Shin'ichi Satoh:
The SR-tree: An Index Structure for High-Dimensional Nearest Neighbor Queries.
SIGMOD Conference 1997: 369-380
- Tolga Bozkaya, Z. Meral Özsoyoglu:
Distance-Based Indexing for High-Dimensional Metric Spaces.
SIGMOD Conference 1997: 357-368
- Stefan Berchtold, Christian Böhm, Bernhard Braunmüller, Daniel A. Keim, Hans-Peter Kriegel:
Fast Parallel Similarity Search in Multimedia Databases.
SIGMOD Conference 1997: 1-12
- Stefan Berchtold, Christian Böhm, Daniel A. Keim, Hans-Peter Kriegel:
A Cost Model For Nearest Neighbor Search in High-Dimensional Data Space.
PODS 1997: 78-86
- Apostolos Papadopoulos, Yannis Manolopoulos:
Performance of Nearest Neighbor Queries in R-Trees.
ICDT 1997: 394-408
- Flip Korn, Nikolaos Sidiropoulos, Christos Faloutsos, Eliot Siegel, Zenon Protopapas:
Fast Nearest Neighbor Search in Medical Image Databases.
VLDB 1996: 215-226
- Stefan Berchtold, Daniel A. Keim, Hans-Peter Kriegel:
The X-tree : An Index Structure for High-Dimensional Data.
VLDB 1996: 28-39
- Surajit Chaudhuri, Luis Gravano:
Optimizing Queries over Multimedia Repositories.
SIGMOD Conference 1996: 91-102
- Yannis Theodoridis, Timos K. Sellis:
A Model for the Prediction of R-tree Performance.
PODS 1996: 161-171
- David A. White, Ramesh Jain:
Similarity Indexing with the SS-tree.
ICDE 1996: 516-523
- Christos Faloutsos:
Fast Searching by Content in Multimedia Databases.
IEEE Data Eng. Bull. 18(4): 31-40(1995)
- Alberto Belussi, Christos Faloutsos:
Estimating the Selectivity of Spatial Queries Using the `Correlation' Fractal Dimension.
VLDB 1995: 299-310
- Dimitris Papadias, Yannis Theodoridis, Timos K. Sellis, Max J. Egenhofer:
Topological Relations in the World of Minimum Bounding Rectangles: A Study with R-trees.
SIGMOD Conference 1995: 92-103
- Christos Faloutsos, King-Ip Lin:
FastMap: A Fast Algorithm for Indexing, Data-Mining and Visualization of Traditional and Multimedia Datasets.
SIGMOD Conference 1995: 163-174
BibTeX
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