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金字塔多维索引分析及其算法实现 被引量:1

The Analysis and Algorithm Implementation of the Pyramid Multidimensional Index
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摘要 许多多维索引结构随着维度的增加会遇到“维度灾难”问题,而金字塔技术是基于一种依赖特殊优化数据维度的非平均分割策略,能够克服“维度灾难”问题。本文提出了基于金字塔技术的完整算法集,并针对完备高维索引算法,对金字塔索引技术的性能特性进行了深入分析。 Most multidimensional indexing structures suffer from the "curse of dimensionality" problem because of the dimension growth. The Pyramid-Technique is based on a special partitioning strategy which is optimized for multidimensional data, and can overcome the "curse of dimensionality" problem. This paper provides a full set of algorithms based on the Pyramid-Technique, and deeply analyzes the performance characteristics of the Pyramid-Technique.
出处 《计算机工程与科学》 CSCD 2006年第10期92-94,110,共4页 Computer Engineering & Science
关键词 金字塔技术 范围查询 K近邻查询 pyramid-technique range search kNN
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参考文献4

  • 1S Berchtold,C Bohm, H P Kriegel. The Pyramid-Technique:Towards Breaking the Curse of Dimensionality [A]. ProcACM SIGMOD Int'l Conf on Management of Data[C]. 1998.142-153.
  • 2C Yu, B C Ooi, K-I. Tan, et al. Indexing the Distance: An Efficient Method to kNN Proeessing[A]. VLDB[C]. 2001. 421-430.
  • 3R Finkel,J L Bentley. Quad Trees: A Data Structure for Retrieval of Composite Keys[J]. Aeta Informatiea, 1974,4(1):1-9.
  • 4R Zhang, B C Ooi, K-L Tan, et al. Making the Pyramid Technique Robust to Query Types and Workloads[A]. ICDE[C]2004. 313-324.

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