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Nearest Neighbor Search:

A Database Perspective

  • Book
  • © 2005

Overview

  • First comprehensive research monograph dedicated to nearest neighbor query processing
  • The nearest neighbor search problem is studied in detail from the spatial database perspective; algorithms, analysis, and experimental evaluation are studied thoroughly
  • Studies parallel and distributed query processing techniques for nearest neighbor search
  • Contains pointers and valuable references for additional research in the area

Part of the book series: Series in Computer Science (SCS)

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Table of contents (9 chapters)

  1. Fundamental Issues

  2. Nearest Neighbor Search in Spatial and Spatiotemporal Databases

  3. Nearest Neighbor Search with Multiple Resources

Keywords

About this book

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.

Reviews

From the reviews of the first edition:

"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 … . It is an excellent reference for researchers, postgraduate students and practitioners in computer science concerned with nearest neighbor search and related issues." (Marie Duží, Zentralblatt MATH, Vol. 1076, 2006)

Authors and Affiliations

  • Department of Informatics, Aristotle University, Thessaloniki, Greece

    Apostolos N. Papadopoulos, Yannis Manolopoulos

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