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Symbolic Data Analysis and the SODAS Software

Autor ED Diday
en Limba Engleză Hardback – 24 ian 2008
Classical statistical techniques are often inadequate when it comes to analysing some of the large and internally variable datasets common today. Symbolic Data Analysis (SDA) has evolved in response to this problem and is a vital tool for summarizing information in such a way that the resulting data is of a manageable size. Symbolic data, represented by intervals, lists, histograms, distributions, curves and the like, keeps the "internal variation" of summaries better than standard data. SDA therefore plays a key role in the interaction between statistics and data processing, and has established itself as an important tool for analysing official statistics. Through an extension of the concepts employed in data mining, the Editors provide an advanced guide to the techniques required to analyse symbolic data. Contributions from leading experts in the field enable the reader to build models and make predictions about future events. The book: * Provides new graphical tools for the interpretation of large data sets. * Extends standard statistics, data analysis, data mining and knowledge discovery to symbolic data. * Introduces the SODAS software, which is complementary to existing data analysis software (e.g. SAS, SPSS, SPAD) that are unable to work on symbolic data. * Induces, exports, and compares knowledge from one database to another. * Features a supporting website hosting the software, and user manual. Symbolic Data Analysis and the SODAS Software is primarily aimed at practitioners of symbolic data analysis, such as statisticians and economists, within both the public and private sectors. There is also much of interest to postgraduate students and researchers within web mining, text mining, and bioengineering.
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Specificații

ISBN-13: 9780470018835
ISBN-10: 0470018836
Pagini: 476
Dimensiuni: 172 x 250 x 31 mm
Greutate: 0.97 kg
Editura: Wiley
Locul publicării:Chichester, United Kingdom

Public țintă

This book is excellent for practitioners of symbolic data analysis ie, statisticians and economists within the public (eg national statistics institutes) and private (eg banks, insurance companies, companies managing databases) sectors. It will also be of interest to postgraduate students of, and researchers within, web mining, text mining and bio–engineering.

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Descriere

Symbolic data analysis is a relatively new field that provides a range of methods for analyzing complex datasets. Standard statistical methods do not have the power or flexibility to make sense of very large datasets, and symbolic data analysis techniques have been developed in order to extract knowledge from such data.