Mining Imperfect Data

Name: Mining Imperfect Data
Brand: Society for Industrial & Applied Mathematics,U.S.
SKU: 9780898715828
Price: 397.5 PLN
Availability: InStock

Dealing with Contamination and Incomplete Records

Autor: Ronald K. Pearson

Język:

Oprawa: Miękka

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

Dostępność: 50 % szansa

Przeszukamy cały świat

397.50 zł

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

Informacje o książce

Autor

Ronald K. Pearson

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2005

strony

315

EAN

9780898715828

ISBN

0898715822

Enbook ID

02050171

Wydawca

Society for Industrial & Applied Mathematics,U.S.

Waga

554

Wymiary

175 x 255 x 17

Pełny opis

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

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Pełny opis

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