Download EBOOK Principles of Data Mining PDF for free

Download EBOOK Principles of Data Mining PDF for free Category: Computing
The author of the book: David J. Hand
Format files: PDF, EPUB, TXT, DOCX
The size of the: 7.49 MB
Language: English
ISBN-13: 9780262082907
Edition: Bradford Books
Date of issue: 10 October 2001

Description of the book "Principles of Data Mining":

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 PDF 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.

Download EBOOK Principles of Data Mining PDF for free

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David J. Hand

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Download EBOOK Principles of Data Mining PDF for free

Download EBOOK Principles of Data Mining for free

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