Principles of Data Mining

Computers / Databases / Data Mining, Computers / Databases / General, Computers / Intelligence (AI) & Semantics, Computers / Programming / General, Ebook

The growing interest in data mining is motivated by a common problem across disciplines: how does one store, access, model, and ultimately describe and understand very large data sets? Historically, different aspects of data mining have been addressed independently by different disciplines. This is the first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics.

The book consists of three sections. The first, foundations, provides a tutorial overview of the principles underlying data mining algorithms and their application. The presentation emphasizes intuition rather than rigor. The second section, data mining algorithms, shows how algorithms are constructed to solve specific problems in a principled manner. The algorithms covered include trees and rules for classification and regression, association rules, belief networks, classical statistical models, nonlinear models such as neural networks, and local “memory-based” models. The third section shows how all of the preceding analysis fits together when applied to real-world data mining problems. Topics include the role of metadata, how to handle missing data, and data preprocessing.

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Principles Of Data Mining


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Author by : D. J. Hand
Languange Used : en
Release Date : 2001
Publisher by : MIT Press

The first truly interdisciplinary text on data mining, blending the contributions of information science, comp

Principles Of Data Mining


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Author by : Max Bramer
Languange Used : en
Release Date : 2016-11-09
Publisher by : Springer

This book explains and explores the principal techniques of Data Mining, the automatic extraction of implicit

Principles Of Data Mining And Knowledge Discovery


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Author by : Jan Zytkow
Languange Used : en
Release Date : 2004-06-08
Publisher by : Springer

This book constitutes the refereed proceedings of the Third European Conference on Principles and Practice of

Proceedings


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Author by : Luc De Raedt
Languange Used : en
Release Date : 2001
Publisher by : Springer Verlag

Machine Learning And Data Mining


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Author by : Igor Kononenko
Languange Used : en
Release Date : 2007
Publisher by : Horwood Publishing

Good data mining practice for business intelligence (the art of turning raw software into meaningful informati

Principles And Theory For Data Mining And Machine Learning


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Author by : Bertrand Clarke
Languange Used : en
Release Date : 2009-07-21
Publisher by : Springer Science & Business Media

Extensive treatment of the most up-to-date topics Provides the theory and concepts behind popular and emerging

Principles Of Data Mining And Knowledge Discovery


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Author by : Luc de Raedt
Languange Used : en
Release Date : 2001-08-23
Publisher by : Springer Science & Business Media

This book constitutes the refereed proceedings of the 5th European Conference on Principles of Data Mining and

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