Lecture Notes in Computer Science : Transformational Approaches to High-Dimensional Range and Similarity Searches - Cui Yu

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Lecture Notes in Computer Science

Transformational Approaches to High-Dimensional Range and Similarity Searches

By: Cui Yu

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Paperback | 13 November 2002

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168 Pages

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24.13 x 15.24 x 0.64

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In this monograph, we study the problem of high-dimensional indexing and systematically introduce two efficient index structures: one for range queries and the other for similarity queries. Extensive experiments and comparison studies are conducted to demonstrate the superiority of the proposed indexing methods.
Many new database applications, such as multimedia databases or stock price information systems, transform important features or properties of data objects into high-dimensional points. Searching for objects based on these features is thus a search of points in this feature space. To support efficient retrieval in such high-dimensional databases, indexes are required to prune the search space. Indexes for low-dimensional databases are well studied, whereas most of these application specific indexes are not scaleable with the number of dimensions, and they are not designed to support similarity searches and high-dimensional joins.

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You Can Find This Book In

Non-Fiction Library & Info Sciences Bibliographic & Subject Control Computing & I.T.Databases Data Capture & Analysis Medicine Medicine in General Graphical & Digital Media Applications 3D Graphics & Modelling Computer Programming & Software Development Software Engineering

Business Applications Computer Science Artificial Intelligence

Introduction	p. 1
High-Dimensional Indexing	p. 9
Indexing the Edges - A Simple and Yet Efficient Approach to High-Dimensional Range Search	p. 37
Performance Study of Window Queries	p. 65
Indexing the Relative Distance - An Efficient Approach to KNN Search	p. 85
Similarity Range and Approximate KNN Searches with iMinMax	p. 109
Performance Study of Similarity Queries	p. 123
Conclusions	p. 141
References	p. 145
Table of Contents provided by Blackwell. All Rights Reserved.

Lecture Notes in Computer Science

Transformational Approaches to High-Dimensional Range and Similarity Searches

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Paperback

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