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The Resource Predictive Data Mining Models

Predictive Data Mining Models

Label
Predictive Data Mining Models
Title
Predictive Data Mining Models
Creator
Contributor
Subject
Language
eng
Member of
Cataloging source
MiAaPQ
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Computational Risk Management
Predictive Data Mining Models
Label
Predictive Data Mining Models
Link
http://libproxy.rpi.edu/login?url=https://ebookcentral.proquest.com/lib/rpi/detail.action?docID=4697454
Publication
Copyright
Related Contributor
Related Location
Related Agents
Related Authorities
Related Subjects
Related Items
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
Preface -- Book Concept -- Acknowledgment -- Contents -- About the Authors -- 1 Knowledge Management -- 1.1 Computer Support Systems -- 1.2 Examples of Knowledge Management -- 1.3 Data Mining Forecasting Applications -- 1.4 Summary -- References -- 2 Data Sets -- 2.1 Gold -- 2.2 Brent Crude -- 2.3 Stock Indices -- 2.4 Summary -- References -- 3 Basic Forecasting Tools -- 3.1 Moving Average Models -- 3.2 Regression Models -- 3.3 Time Series Error Metrics -- 3.4 Seasonality -- 3.5 Daily Data -- 3.6 Change in Daily Price -- 3.7 Software Demonstrations -- 3.8 Summary -- 4 Multiple Regression -- 4.1 Data Series -- 4.2 Correlation -- 4.3 Lags -- 4.4 Summary -- 5 Regression Tree Models -- 5.1 R Regression Trees -- 5.2 WEKA Regression Trees -- 5.2.1 M5P Modeling -- 5.2.2 REP Tree Modeling -- 5.3 Random Forests -- 5.4 Summary -- Reference -- 6 Autoregressive Models -- 6.1 ARIMA Models -- 6.1.1 ARIMA Model of Brent Crude -- 6.1.2 ARMA -- 6.2 GARCH Models -- 6.2.1 ARCH(q) -- 6.2.2 GARCH(p,q) -- 6.2.3 EGARCH -- 6.2.4 GJR(p,q) -- 6.3 Regime Switching Models -- 6.3.1 Data -- 6.4 Summary -- References -- 7 Classification Tools -- 7.1 Bankruptcy Data Set -- 7.2 Logistic Regression -- 7.3 Support Vector Machines -- 7.4 Neural Networks -- 7.5 Decision Trees -- 7.6 Random Forests -- 7.7 Boosting -- 7.8 Full Data -- 7.9 Comparison -- Reference -- 8 Predictive Models and Big Data -- References -- Author Index -- Subject Index
http://library.link/vocab/cover_art
https://contentcafe2.btol.com/ContentCafe/Jacket.aspx?Return=1&Type=S&Value=9789811025433&userID=ebsco-test&password=ebsco-test
Dimensions
unknown
http://library.link/vocab/discovery_link
{'f': 'http://opac.lib.rpi.edu/record=b4386158'}
Extent
1 online resource (105 pages)
Form of item
online
Isbn
9789811025433
Media category
computer
Media MARC source
rdamedia
Media type code
c
Sound
unknown sound
Specific material designation
remote

Library Locations

    • Folsom LibraryBorrow it
      110 8th St, Troy, NY, 12180, US
      42.729766 -73.682577
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