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Online Public Access Catalogue

题名/责任者:

Foundations of predictive analytics / James Wu, Stephen Coggeshall.

出版发行项:

Boca Raton, FL : CRC Press, 2012.

ISBN:

9781439869468 (hardback acid-free paper)

ISBN:

1439869464 (hardback acid-free paper)

载体形态项:

xix, 317 p. : ill. ; 25 cm.

丛编说明:

Chapman & Hall/CRC data mining and knowledge discovery series

个人责任者:

Wu, James, 1965-

附加个人名称:

Coggeshall, Stephen.

论题主题:

Data mining.

论题主题:

Predictive control-Mathematical models.

论题主题:

Automatic control.

中图法分类号:

TP311.13

书目附注:

Includes bibliographical references and index.

摘要附注:

"Preface this text is a summary of techniques of data analysis and modeling that the authors have encountered and used in our two-decades experience of practicing the art of applied data mining across many different fields. The authors have worked in this field together and separately in many large and small companies, including the Los Alamos National Laboratory, Bank One (JPMorgan Chase), Morgan Stanley, and the startups of the Center for Adaptive Systems Applications (CASA), the Los Alamos Computational Group and ID Analytics. We have applied these techniques to traditional and nontraditional problems in a wide range of areas including consumer behavior modeling (credit, fraud, marketing), consumer products, stock forecasting, fund analysis, asset allocation, and equity and xed income options pricing. This monograph provides the necessary information for understanding the common techniques for exploratory data analysis and modeling. It also explains the details of the algorithms behind these techniques, including underlying assumptions and mathematical formulations. It is the authors' opinion that in order to apply di erent techniques to di erent problems appropriately, it is essential to understand the assumptions and theory behind each technique. It is recognized that this work is far from a complete treatise on the subject. Many excellent additional texts exist on the popular subjects and it was not a goal for this present text to be a complete compilation. Rather this text contains various discussions on many practical subjects that are frequently missing from other texts, as well as details on some subjects that are not often or easily found. Thus this text makes an excellent supplemental and referential resource for the practitioners of these subjects"--Provided by publisher.

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