Mining Imperfect Data

Name: Mining Imperfect Data
Brand: Society for Industrial & Applied Mathematics,U.S.
SKU: 9780898715828
Price: 98.2 EUR
Availability: InStock

Dealing with Contamination and Incomplete Records

Автор: Ronald K. Pearson

Език:

Корици: С меки корици

Издател: Society for Industrial & Applied Mathematics,U.S.

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This book thoroughly discusses the varying problems that occur in data mining, including their sourc...

Информация за книгата

Автор

Ronald K. Pearson

Език

Английски език

Корици

Книга - С меки корици

Издадена

2005

страници

315

EAN

9780898715828

ISBN

0898715822

Enbook ID

02050171

Издател

Society for Industrial & Applied Mathematics,U.S.

Теглоt

554

Размери

175 x 255 x 17

Пълно описание

This book thoroughly discusses the varying problems that occur in data mining, including their sources, consequences, detection, and treatment. Specific strategies for data pretreatment and analytical validation that are broadly applicable are described, making them useful in conjunction with most data mining analysis methods. Examples illustrate the performance of the pretreatment and validation methods in a variety of situations. The book, which deals with a wider range of data anomalies than are usually treated, includes a discussion of detecting anomalies through generalized sensitivity analysis (GSA), a process of identifying inconsistencies using systematic and extensive comparisons of results obtained by analysis of exchangeable datasets or subsets. Real data is made extensive use of, both in the form of a detailed analysis of a few real datasets and various published examples. A succinct introduction to functional equations illustrates their utility in describing various forms of qualitative behavior for useful data characterizations.

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Mining Imperfect Data

Dealing with Contamination and Incomplete Records

Информация за книгата

Пълно описание

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Клиенти, които купиха тази книга, купиха също