ACM SIGMOD Anthology ACM SIGMOD dblp.uni-trier.de

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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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
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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]
...
[Gutt84]
Antonin Guttman: R-Trees: A Dynamic Index Structure for Spatial Searching. SIGMOD Conference 1984: 47-57 BibTeX
[HS78]
Ellis Horowitz, Sartaj Sahni: Fundamentals of Computer Algorithms. Computer Science Press 1978
BibTeX
[Jaga90]
H. V. Jagadish: Linear Clustering of Objects with Multiple Atributes. SIGMOD Conference 1990: 332-342 BibTeX
[Kame94]
Ibrahim Kamel, Christos Faloutsos: 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]
...
[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

  1. 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
  2. Sridhar Ramaswamy, Rajeev Rastogi, Kyuseok Shim: Efficient Algorithms for Mining Outliers from Large Data Sets. SIGMOD Conference 2000: 427-438
  3. Hyoseop Shin, Bongki Moon, Sukho Lee: Adaptive Multi-Stage Distance Join Processing. SIGMOD Conference 2000: 343-354
  4. Flip Korn, S. Muthukrishnan: Influence Sets Based on Reverse Nearest Neighbor Queries. SIGMOD Conference 2000: 201-212
  5. Antonio Corral, Yannis Manolopoulos, Yannis Theodoridis, Michael Vassilakopoulos: Closest Pair Queries in Spatial Databases. SIGMOD Conference 2000: 189-200
  6. Gísli R. Hjaltason, Hanan Samet: Distance Browsing in Spatial Databases. ACM Trans. Database Syst. 24(2): 265-318(1999)
  7. Tolga Bozkaya, Z. Meral Özsoyoglu: Indexing Large Metric Spaces for Similarity Search Queries. ACM Trans. Database Syst. 24(3): 361-404(1999)
  8. Joseph K. P. Kuan, Paul H. Lewis: A Study on Data Point Search for HG-Trees. SIGMOD Record 28(1): 90-96(1999)
  9. 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
  10. Nikos Mamoulis, Dimitris Papadias: Integration of Spatial Join Algorithms for Processing Multiple Inputs. SIGMOD Conference 1999: 1-12
  11. Kothuri Venkata Ravi Kanth, Siva Ravada, Jayant Sharma, Jay Banerjee: Indexing Medium-dimensionality Data in Oracle. SIGMOD Conference 1999: 521-522
  12. Charu C. Aggarwal, Joel L. Wolf, Philip S. Yu: A New Method for Similarity Indexing of Market Basket Data. SIGMOD Conference 1999: 407-418
  13. Davood Rafiei: On Similarity-Based Queries for Time Series Data. ICDE 1999: 410-417
  14. Kin-pong Chan, Ada Wai-Chee Fu: Efficient Time Series Matching by Wavelets. ICDE 1999: 126-133
  15. Gunter Saake, Andreas Heuer: Datenbanken: Implementierungstechniken. MITP-Verlag 1999, ISBN 3-8266-0513-6
    Contents
  16. 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)
  17. 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)
  18. King Lum Cheung, Ada Wai-Chee Fu: Enhanced Nearest Neighbour Search on the R-tree. SIGMOD Record 27(3): 16-21(1998)
  19. Dimitris Papadias, Nikos Mamoulis, Vasilis Delis: Algorithms for Querying by Spatial Structure. VLDB 1998: 546-557
  20. Mihael Ankerst, Bernhard Braunmüller, Hans-Peter Kriegel, Thomas Seidl: Improving Adaptable Similarity Query Processing by Using Approximations. VLDB 1998: 206-217
  21. Yannis Theodoridis, Timos K. Sellis, Apostolos Papadopoulos, Yannis Manolopoulos: Specifications for Efficient Indexing in Spatiotemporal Databases. SSDBM 1998: 123-132
  22. Thomas Seidl, Hans-Peter Kriegel: Optimal Multi-Step k-Nearest Neighbor Search. SIGMOD Conference 1998: 154-165
  23. Apostolos Papadopoulos, Yannis Manolopoulos: Similarity Query Processing Using Disk Arrays. SIGMOD Conference 1998: 225-236
  24. Gísli R. Hjaltason, Hanan Samet: Incremental Distance Join Algorithms for Spatial Databases. SIGMOD Conference 1998: 237-248
  25. Andreas Henrich: The LSDh-Tree: An Access Structure for Feature Vectors. ICDE 1998: 362-369
  26. Stefan Berchtold, Bernhard Ertl, Daniel A. Keim, Hans-Peter Kriegel, Thomas Seidl: Fast Nearest Neighbor Search in High-Dimensional Space. ICDE 1998: 209-218
  27. Paul M. Aoki: Generalizing ``Search'' in Generalized Search Trees (Extended Abstract). ICDE 1998: 380-389
  28. Paolo Ciaccia, Marco Patella, Pavel Zezula: Processing Complex Similarity Queries with Distance-Based Access Methods. EDBT 1998: 9-23
  29. Euripides G. M. Petrakis, Christos Faloutsos: Similarity Searching in Medical Image Databases. IEEE Trans. Knowl. Data Eng. 9(3): 435-447(1997)
  30. Thomas Seidl, Hans-Peter Kriegel: Efficient User-Adaptable Similarity Search in Large Multimedia Databases. VLDB 1997: 506-515
  31. Paolo Ciaccia, Marco Patella, Pavel Zezula: M-tree: An Efficient Access Method for Similarity Search in Metric Spaces. VLDB 1997: 426-435
  32. Davood Rafiei, Alberto O. Mendelzon: Similarity-Based Queries for Time Series Data. SIGMOD Conference 1997: 13-25
  33. 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
  34. Norio Katayama, Shin'ichi Satoh: The SR-tree: An Index Structure for High-Dimensional Nearest Neighbor Queries. SIGMOD Conference 1997: 369-380
  35. Tolga Bozkaya, Z. Meral Özsoyoglu: Distance-Based Indexing for High-Dimensional Metric Spaces. SIGMOD Conference 1997: 357-368
  36. Stefan Berchtold, Christian Böhm, Bernhard Braunmüller, Daniel A. Keim, Hans-Peter Kriegel: Fast Parallel Similarity Search in Multimedia Databases. SIGMOD Conference 1997: 1-12
  37. 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
  38. Apostolos Papadopoulos, Yannis Manolopoulos: Performance of Nearest Neighbor Queries in R-Trees. ICDT 1997: 394-408
  39. Flip Korn, Nikolaos Sidiropoulos, Christos Faloutsos, Eliot Siegel, Zenon Protopapas: Fast Nearest Neighbor Search in Medical Image Databases. VLDB 1996: 215-226
  40. Stefan Berchtold, Daniel A. Keim, Hans-Peter Kriegel: The X-tree : An Index Structure for High-Dimensional Data. VLDB 1996: 28-39
  41. Surajit Chaudhuri, Luis Gravano: Optimizing Queries over Multimedia Repositories. SIGMOD Conference 1996: 91-102
  42. Yannis Theodoridis, Timos K. Sellis: A Model for the Prediction of R-tree Performance. PODS 1996: 161-171
  43. David A. White, Ramesh Jain: Similarity Indexing with the SS-tree. ICDE 1996: 516-523
  44. Christos Faloutsos: Fast Searching by Content in Multimedia Databases. IEEE Data Eng. Bull. 18(4): 31-40(1995)
  45. Alberto Belussi, Christos Faloutsos: Estimating the Selectivity of Spatial Queries Using the `Correlation' Fractal Dimension. VLDB 1995: 299-310
  46. 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
  47. 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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