ACM SIGMOD Anthology VLDB dblp.uni-trier.de

The TV-Tree: An Index Structure for High-Dimensional Data.

King-Ip Lin, H. V. Jagadish, Christos Faloutsos: The TV-Tree: An Index Structure for High-Dimensional Data. VLDB J. 3(4): 517-542(1994)
@article{DBLP:journals/vldb/LinJF94,
  author    = {King-Ip Lin and
               H. V. Jagadish and
               Christos Faloutsos},
  title     = {The TV-Tree: An Index Structure for High-Dimensional Data},
  journal   = {VLDB J.},
  volume    = {3},
  number    = {4},
  year      = {1994},
  pages     = {517-542},
  ee        = {db/journals/vldb/LinJF94.html},
  bibsource = {DBLP, http://dblp.uni-trier.de}
}
BibTeX

Abstract

We propose a file structure to index high-dimensionality data, which are typically points in some feature space. The idea is to use only a few of the features, using additional features only when the additional discriminatory power is absolutely necessary. We present in detail the design of our tree structure and the associated algorithms that handle such "varying length" feature vectors. Finallly, we report simulation results, comparing the proposed structure with the R*-tree, which is one of the most successful methods for low-dimensionality spaces. The results illustrate the superiority of our method, which saves up to 80% in disk accesses.

Copyright © 1994 by the VLDB Endowment. Permission to copy without fee all or part of this material is granted provided that the copies are not made or distributed for direct commercial advantage, the VLDB copyright notice and the title of the publication and its date appear, and notice is given that copying is by the permission of the Very Large Data Base Endowment. To copy otherwise, or to republish, requires a fee and/or special permission from the Endowment.

Key Words

Spatial index, similarity retrieval, query by content.

Online Paper

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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. Charu C. Aggarwal, Alexander Hinneburg, Daniel A. Keim: On the Surprising Behavior of Distance Metrics in High Dimensional Spaces. ICDT 2001: 420-434
  3. Kaushik Chakrabarti, Sharad Mehrotra: Local Dimensionality Reduction: A New Approach to Indexing High Dimensional Spaces. VLDB 2000: 89-100
  4. Christian Böhm, Hans-Peter Kriegel: Dynamically Optimizing High-Dimensional Index Structures. EDBT 2000: 36-50
  5. Tolga Bozkaya, Z. Meral Özsoyoglu: Indexing Large Metric Spaces for Similarity Search Queries. ACM Trans. Database Syst. 24(3): 361-404(1999)
  6. Charu C. Aggarwal, Joel L. Wolf, Philip S. Yu: A New Method for Similarity Indexing of Market Basket Data. SIGMOD Conference 1999: 407-418
  7. Kevin S. Beyer, Jonathan Goldstein, Raghu Ramakrishnan, Uri Shaft: When Is ''Nearest Neighbor'' Meaningful? ICDT 1999: 217-235
  8. Kaushik Chakrabarti, Sharad Mehrotra: The Hybrid Tree: An Index Structure for High Dimensional Feature Spaces. ICDE 1999: 440-447
  9. Gunter Saake, Andreas Heuer: Datenbanken: Implementierungstechniken. MITP-Verlag 1999, ISBN 3-8266-0513-6
    Contents
  10. Michael Ortega, Yong Rui, Kaushik Chakrabarti, Kriengkrai Porkaew, Sharad Mehrotra, Thomas S. Huang: Supporting Ranked Boolean Similarity Queries in MARS. IEEE Trans. Knowl. Data Eng. 10(6): 905-925(1998)
  11. 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)
  12. King Lum Cheung, Ada Wai-Chee Fu: Enhanced Nearest Neighbour Search on the R-tree. SIGMOD Record 27(3): 16-21(1998)
  13. Volker Gaede, Oliver Günther: Multidimensional Access Methods. ACM Comput. Surv. 30(2): 170-231(1998)
  14. Roger Weber, Hans-Jörg Schek, Stephen Blott: A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces. VLDB 1998: 194-205
  15. Beng Chin Ooi, Cheng Hian Goh, Kian-Lee Tan: Fast High-Dimensional Data Search in Incomplete Databases. VLDB 1998: 357-367
  16. Apostolos Papadopoulos, Yannis Manolopoulos: Similarity Query Processing Using Disk Arrays. SIGMOD Conference 1998: 225-236
  17. Kothuri Venkata Ravi Kanth, Divyakant Agrawal, Ambuj K. Singh: Dimensionality Reduction for Similarity Searching in Dynamic Databases. SIGMOD Conference 1998: 166-176
  18. Stefan Berchtold, Christian Böhm, Hans-Peter Kriegel: The Pyramid-Technique: Towards Breaking the Curse of Dimensionality. SIGMOD Conference 1998: 142-153
  19. Sibel Adali, Piero A. Bonatti, Maria Luisa Sapino, V. S. Subrahmanian: A Multi-Similarity Algebra. SIGMOD Conference 1998: 402-413
  20. Andreas Henrich: The LSDh-Tree: An Access Structure for Feature Vectors. ICDE 1998: 362-369
  21. Jonathan Goldstein, Raghu Ramakrishnan, Uri Shaft: Compressing Relations and Indexes. ICDE 1998: 370-379
  22. Kaushik Chakrabarti, Sharad Mehrotra: Dynamic Granular Locking Approach to Phantom Protection in R-Trees. ICDE 1998: 446-454
  23. Stefan Berchtold, Christian Böhm, Hans-Peter Kriegel: Improving the Query Performance of High-Dimensional Index Structures by Bulk-Load Operations. EDBT 1998: 216-230
  24. Daniel Barbará, William DuMouchel, Christos Faloutsos, Peter J. Haas, Joseph M. Hellerstein, Yannis E. Ioannidis, H. V. Jagadish, Theodore Johnson, Raymond T. Ng, Viswanath Poosala, Kenneth A. Ross, Kenneth C. Sevcik: The New Jersey Data Reduction Report. IEEE Data Eng. Bull. 20(4): 3-45(1997)
  25. Jochen Van den Bercken, Bernhard Seeger, Peter Widmayer: A Generic Approach to Bulk Loading Multidimensional Index Structures. VLDB 1997: 406-415
  26. Marcel Kornacker, C. Mohan, Joseph M. Hellerstein: Concurrency and Recovery in Generalized Search Trees. SIGMOD Conference 1997: 62-72
  27. Norio Katayama, Shin'ichi Satoh: The SR-tree: An Index Structure for High-Dimensional Nearest Neighbor Queries. SIGMOD Conference 1997: 369-380
  28. Stefan Berchtold, Christian Böhm, Bernhard Braunmüller, Daniel A. Keim, Hans-Peter Kriegel: Fast Parallel Similarity Search in Multimedia Databases. SIGMOD Conference 1997: 1-12
  29. Kyuseok Shim, Ramakrishnan Srikant, Rakesh Agrawal: High-Dimensional Similarity Joins. ICDE 1997: 301-311
  30. Stéphane Grumbach, Philippe Rigaux, Michel Scholl, Luc Segoufin: DEDALE, A Spatial Constraint Database. DBPL 1997: 38-59
  31. Stefan Berchtold, Daniel A. Keim, Hans-Peter Kriegel: The X-tree : An Index Structure for High-Dimensional Data. VLDB 1996: 28-39
  32. David A. White, Ramesh Jain: Similarity Indexing with the SS-tree. ICDE 1996: 516-523
  33. Joseph M. Hellerstein, Jeffrey F. Naughton, Avi Pfeffer: Generalized Search Trees for Database Systems. VLDB 1995: 562-573
  34. Ralf Hartmut Güting: An Introduction to Spatial Database Systems. VLDB J. 3(4): 357-399(1994)
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