[PDF.53pa] Mining Imperfect Data: Dealing with Contamination and Incomplete Records

Mining Imperfect Data: Dealing with Contamination and Incomplete Records

[PDF.is36] Mining Imperfect Data: Dealing with Contamination and Incomplete Records

Mining Imperfect Data: Dealing  Ronald K. Pearson epub
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 | #3500743 in Books |  2005-04-04 | Original language:English | PDF # 1 |  8.98 x.63 x5.98l,.0 | File type: PDF | 305 pages

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|| |'An accessible presentation of statistical methods and analysis to deal with imperfect data in real data mining applications.' Joydeep Ghosh, University of Texas at Austin

'An appealing feature of this book is the use of fresh datasets that are much

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 rang...

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