Nearest Neighbor Search: A Database Perspective

Overview

Modern applications are both data and computationally intensive and require the storage and manipulation of voluminous traditional (alphanumeric) and nontraditional data sets (images, text, geometric objects, time-series). Examples of such emerging application domains are: Geographical Information Systems (GIS), Multimedia Information Systems, CAD/CAM, Time-Series Analysis, Medical Information Sstems, On-Line Analytical Processing (OLAP), and Data Mining. These applications pose diverse requirements with respect ...

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Overview

Modern applications are both data and computationally intensive and require the storage and manipulation of voluminous traditional (alphanumeric) and nontraditional data sets (images, text, geometric objects, time-series). Examples of such emerging application domains are: Geographical Information Systems (GIS), Multimedia Information Systems, CAD/CAM, Time-Series Analysis, Medical Information Sstems, On-Line Analytical Processing (OLAP), and Data Mining. These applications pose diverse requirements with respect to the information and the operations that need to be supported. From the database perspective, new techniques and tools therefore need to be developed towards increased processing efficiency.

This monograph explores the way spatial database management systems aim at supporting queries that involve the space characteristics of the underlying data, and discusses query processing techniques for nearest neighbor queries. It provides both basic concepts and state-of-the-art results in spatial databases and parallel processing research, and studies numerous applications of nearest neighbor queries.

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Product Details

  • ISBN-13: 9780387229638
  • Publisher: Springer US
  • Publication date: 11/19/2004
  • Series: Series in Computer Science
  • Edition description: 2005
  • Edition number: 1
  • Pages: 170
  • Product dimensions: 6.20 (w) x 9.10 (h) x 0.60 (d)

Table of Contents

1 Spatial database concepts 3
2 The R-tree and variations 13
3 Nearest neighbor queries 25
4 Analysis of nearest neighbor queries 37
5 Nearest neighbor queries in moving objects 49
6 Parallel and distributed databases 75
7 Multidisk query processing 87
8 Multiprocessor query processing 109
9 Distributed query processing 127
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