The Resource R and data mining : examples and case studies, Yanchang Zhao, (electronic resource/)

R and data mining : examples and case studies, Yanchang Zhao, (electronic resource/)

Label
R and data mining : examples and case studies
Title
R and data mining
Title remainder
examples and case studies
Statement of responsibility
Yanchang Zhao
Creator
Subject
Genre
Language
eng
Summary
This book introduces using R for data mining. Data mining techniques are widely used in government agencies, banks, insurance, retail, telecom, medicine and research. Recently, there is an increasing tendency to do data mining with R, a free software environment for statistical computing and graphics. According to a poll by KDnuggets.com in early 2011, R is the 2nd popular tool for data mining work. By introducing using R for data mining, this book will have a broad audience from both academia and industry. It targets researchers in the field of data mining, postgraduate students who are interested in data mining, and data miners and analysts from industry. For example, many universities have courses on data mining, and the proposed book will be a useful reference for students learning data mining in those courses. There are also many training courses on data mining in industry, such as training by SAS and IBM on data mining. The book will be of interest to the course learners as well. Presents an introduction into using R for data mining applications, covering most popular data mining techniques. Provides code examples and data so that readers can easily learn the techniques. Features case studies in real-world applications to help readers apply the techniques in their work
Cataloging source
OPELS
Dewey number
006.3/12
Index
index present
LC call number
QA76.9.D343
LC item number
Z43 2013
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Label
R and data mining : examples and case studies, Yanchang Zhao, (electronic resource/)
Link
http://library.quincycollege.edu:2048/login?url=http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=485102
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and indexes
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Data import and export -- Data exploration -- Decision trees and random forest -- Regression -- Clustering -- Outlier detection -- Time series analysis and mining -- Association rules -- Text mining -- Social network analysis -- Case study 1. Analysis and forecasting of house price indices -- Case study 2. Customer response prediction and profit optimization -- Case study 3. Predictive modeling of big data with limited memory -- Online resources
Control code
ocn821039505
Dimensions
unknown
Extent
1 online resource (access may be restricted)
File format
unknown
Form of item
online
Governing access note
Access restricted to subscribing institution
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Note
eBooks on EBSCOhost
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
Stock number
634107A4-B2DD-4830-9A95-9C484C31ACA2
Label
R and data mining : examples and case studies, Yanchang Zhao, (electronic resource/)
Link
http://library.quincycollege.edu:2048/login?url=http://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=485102
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and indexes
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Data import and export -- Data exploration -- Decision trees and random forest -- Regression -- Clustering -- Outlier detection -- Time series analysis and mining -- Association rules -- Text mining -- Social network analysis -- Case study 1. Analysis and forecasting of house price indices -- Case study 2. Customer response prediction and profit optimization -- Case study 3. Predictive modeling of big data with limited memory -- Online resources
Control code
ocn821039505
Dimensions
unknown
Extent
1 online resource (access may be restricted)
File format
unknown
Form of item
online
Governing access note
Access restricted to subscribing institution
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Note
eBooks on EBSCOhost
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
Stock number
634107A4-B2DD-4830-9A95-9C484C31ACA2

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