Data Mining (häftad)
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Format
Inbunden (Hardback)
Språk
Engelska
Antal sidor
606
Utgivningsdatum
2007-09-25
Upplaga
2007
Förlag
Springer-Verlag New York Inc.
Dimensioner
254 x 186 x 33 mm
Vikt
1194 g
ISBN
9780387333335

Data Mining

A Knowledge Discovery Approach

av Krzysztof J Cios, Witold Pedrycz, Roman W Swiniarski, Lukasz Andrzej Kurgan
Inbunden,  Engelska, 2007-09-25
1069
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"If you torture the data long enough, Nature will confess," said 1991 Nobel-winning economist Ronald Coase. The statement is still true. However, achieving this lofty goal is not easy. First, "long enough" may, in practice, be "too long" in many applications and thus unacceptable. Second, to get "confession" from large data sets one needs to use state-of-the-art "torturing" tools. Third, Nature is very stubborn - not yielding easily or unwilling to reveal its secrets at all. Fortunately, while being aware of the above facts, the reader (a data miner) will find several efficient data mining tools described in this excellent book. The book discusses various issues connecting the whole spectrum of approaches, methods, techniques and algorithms falling under the umbrella of data mining. It starts with data understanding and preprocessing, then goes through a set of methods for supervised and unsupervised learning, and concludes with model assessment, data security and privacy issues. It is this specific approach of using the knowledge discovery process that makes this book a rare one indeed, and thus an indispensable addition to many other books on data mining. To be more precise, this is a book on knowledge discovery from data. As for the data sets, the easy-to-make statement is that there is no part of modern human activity left untouched by both the need and the desire to collect data. The consequence of such a state of affairs is obvious.
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