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25 Remote Warehouse Computers Reference- General

Data Mining with Rattle and R: The Art of Excavating Data for Knowledge Discovery (Use R)

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Data Mining with Rattle and R: The Art of Excavating Data for Knowledge Discovery (Use R) Cover

 

Synopses & Reviews

Publisher Comments:

Data mining is the art and science of intelligent data analysis. By building knowledge from information, data mining adds considerable value to the ever increasing stores of electronic data that abound today. In performing data mining many decisions need to be made regarding the choice of methodology, the choice of data, the choice of tools, and the choice of algorithms. Throughout this book the reader is introduced to the basic concepts and some of the more popular algorithms of data mining. With a focus on the hands-on end-to-end process for data mining, Williams guides the reader through various capabilities of the easy to use, free, and open source Rattle Data Mining Software built on the sophisticated R Statistical Software. The focus on doing data mining rather than just reading about data mining is refreshing. The book covers data understanding, data preparation, data refinement, model building, model evaluation,

Synopsis:

With a focus on the hands-on, end-to-end process for data mining, this book guides the reader through various capabilities of the easy-to-use, free and open source Rattle Data Mining Software built on the sophisticated R Statistical Software.

About the Author

Dr Graham Williams is Senior Director of Analytics with the Australian Taxation Office, and previously Principal Computer Scientist for Data Mining with CSIRO. He is also Visiting Professor and Senior International Scientist with

Table of Contents

Introduction.- Getting Started.- Working with Data.- Loading Data.- Exploring Data.- Interactive Graphics.- Transforming Data.- Descriptive and Predictive Analytics.- Cluster Analysis.- Association Analysis.- Decision Trees.- Random Forests.- Boosting.- Support Vector Machines.- Model Performance Evaluation.- Deployment.

Product Details

ISBN:
9781441998897
Author:
Williams, Graham
Publisher:
Springer
Location:
New York, NY
Subject:
Statistics
Subject:
Data mining
Subject:
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences
Subject:
Mathematics | Probability and Statistics
Subject:
Computers-Reference - General
Subject:
The Arts
Subject:
mathematics and statistics
Copyright:
Edition Description:
2011
Series:
Use R
Publication Date:
20110801
Binding:
TRADE PAPER
Language:
English
Pages:
394
Dimensions:
235 x 155 mm

Related Subjects

Computers and Internet » Computers Reference » General
Computers and Internet » Software Engineering » Algorithms
Science and Mathematics » Mathematics » Probability and Statistics » General
Science and Mathematics » Mathematics » Probability and Statistics » Statistics
Science and Mathematics » Mathematics » Software

Data Mining with Rattle and R: The Art of Excavating Data for Knowledge Discovery (Use R) New Trade Paper
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Product details 394 pages Springer - English 9781441998897 Reviews:
"Synopsis" by , With a focus on the hands-on, end-to-end process for data mining, this book guides the reader through various capabilities of the easy-to-use, free and open source Rattle Data Mining Software built on the sophisticated R Statistical Software.
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