An edition of Principles of data mining (2001)

Principles of Data Mining

  • 4 Want to read
Principles of Data Mining
D. J. Hand, D. J. Hand, Heikki ...
Locate

My Reading Lists:

Create a new list


  • 4 Want to read

Buy this book

Last edited by ImportBot
August 17, 2024 | History
An edition of Principles of data mining (2001)

Principles of Data Mining

  • 4 Want to read

"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."--BOOK JACKET.

Publish Date
Publisher
MIT Press
Language
English

Buy this book

Previews available in: English

Edition Availability
Cover of: Principles of Data Mining
Principles of Data Mining
2001, MIT Press
in English
Cover of: Principles of Data Mining (Adaptive Computation and Machine Learning)
Principles of Data Mining (Adaptive Computation and Machine Learning)
August 1, 2001, The MIT Press
Hardcover in English

Add another edition?

Book Details


Classifications

Library of Congress
QA76.9.D343H38 2001

Edition Identifiers

Open Library
OL53281393M
ISBN 13
9781423731320
Digital Object Identifier (DOI)
10.1604/9781423731320

Work Identifiers

Work ID
OL16919257W

Source records

Better World Books record

Community Reviews (0)

No community reviews have been submitted for this work.

Lists

History

Download catalog record: RDF / JSON / OPDS | Wikipedia citation
August 17, 2024 Created by ImportBot Imported from Better World Books record