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Home > Computing and Information Technology > Computer science > Computer architecture and logic design > Parallel Data Base Processing: Text Retrieval and Cluster Analysis Using the DAP(Research monographs in parallel & distributed computing)
Parallel Data Base Processing: Text Retrieval and Cluster Analysis Using the DAP(Research monographs in parallel & distributed computing)

Parallel Data Base Processing: Text Retrieval and Cluster Analysis Using the DAP(Research monographs in parallel & distributed computing)

          
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About the Book

The rapid improvements in computer technology that have taken place since computers were first developed in the 1940s have brought about drastic changes in the way that information of all kinds can be stored and processed; indeed, the efficient processing of extremely large, machine-readable databases is one of the most obvious results of these developments. In this book, the authors consider how the advent of parallelism in computer hardware can further increase the efficiency of 2 types of database processing; specifically, they look at ways in which algorithms for text retrieval from serial document files and for cluster analysis (or automatic classification) can be implemented on one particular type of parallel computer, the ICL Distributed Array Processor (DAP). The book is accordingly addressed to three, rather different types of reader. The first of these, and the one that fits most closely with the background of the two authors, are those who are responsible for the storage and retrieval of files of textual documents. Traditionally, this has been the job of the librarian or the information scientist, but the advent of word processing on a large scale now means that organizations and individuals of all kinds need rapid and effective access to textual data. As will be seen, the DAP (and machines with similar architectures) have the potential to provide facilities that are additional to those available in current text retrieval systems. The second audience are those with an interest in the use of cluster analysis methods on large datasets. Cluster analysis is one of the most important techniques available for the analysis of multivariate data but is very demanding of computational resources when large numbers of records need to be processed: the DAP offers a realistic prospect for substantial reductions in these demands. Finally, the book is aimed at computer scientists, particularly those with an interest in parallel computing or in database systems, who wish to discover two, rather novel application areas for highly parallel computing systems. Given this varied audience, the authors have elected to include a fair amount of introductory and background material in the book so as to provide a way into the literatures of these three disciplines.

Table of Contents:
Part 1 Parallel processing: parallel hardware; parallel software; overview of the book. Part 2 Document retrieval and cluster analysis: document retrieval systems - DRS and DBMS, development of DRS, software techniques for serial text retrieval, hardware techniques for serial text retrieval; cluster analysis - types of clustering method, comparison and validation of clustering methods, computational requirements, use of parallel processing. Part 3 The ICL distributed array processor: array processors; DAP hardware; DAP software; development of the DAP; measurement of DAP performance. Part 4 Document retrieval on the DAP: nearest neighbour searching with stem numbers; serial algorithm; parallel algorithm; experimental details and results; nearest neighbour searching with text signatures; pattern matching searches - organisation of data, the algorithm, experimental details and results; boolean searching with stem numbers; implementation of a search system on the DAP; related work on database searching. Part 5 Cluster analysis on the DAP: classification of document databases using the single pass and relocation methods: implementation of the methods; experimental details and results; classification of chemical structure databases using the Jarvis-Patrick method - algorithms for the Jarvis-Patrick clustering method, experimental details and results; classification of social science databases using the single linkage and Ward's methods - the single linkage clustering method, Ward's clustering method, experimental details and results.


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Product Details
  • ISBN-13: 9780273088288
  • Publisher: Financial Times Prentice Hall
  • Publisher Imprint: Financial Times Prentice Hall
  • Height: 244 mm
  • Sub Title: Text Retrieval and Cluster Analysis Using the DAP
  • Width: 169 mm
  • ISBN-10: 0273088289
  • Publisher Date: /03/1990
  • Binding: Paperback
  • Series Title: Research monographs in parallel & distributed computing
  • Weight: 300 gr


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Parallel Data Base Processing: Text Retrieval and Cluster Analysis Using the DAP(Research monographs in parallel & distributed computing)
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