Mining Imperfect Data

Name: Mining Imperfect Data
Brand: Society for Industrial & Applied Mathematics,U.S.
SKU: 9780898715828
Price: 37011 HUF
Availability: InStock

Dealing with Contamination and Incomplete Records

Szerző: Ronald K. Pearson

Nyelv:

Kötés: Puha kötésű

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

Elérhetőség: 50 % esély

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

Információk a könyvről

Szerző

Ronald K. Pearson

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2005

oldal

315

EAN

9780898715828

ISBN

0898715822

Enbook ID

02050171

Kiadó

Society for Industrial & Applied Mathematics,U.S.

Súly

554

Méretek

175 x 255 x 17

Teljes leírás

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

Információk a könyvről

Teljes leírás

Érdekelheti

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták