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20100623011501.0 |
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080922s2009 paua fsb 001 0 eng d |
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|z 2008041549
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|a 9781605663371 (ebook)
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|z 1605663360 (hardcover)
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|z 9781605663364 (hardcover)
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|z 9781616925604 (softcover)
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7 |
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|a 10.4018/978-1-60566-336-4
|2 doi
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|a (CaBNVSL)gtp00541218
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|a (OCoLC)707615220
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|a CaBNVSL
|c CaBNVSL
|d CaBNVSL
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|a QA279.4
|b .M37 2009e
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|a 519.5/42
|2 22
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|a Marwala, Tshilidzi,
|d 1971-
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1 |
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|a Computational intelligence for missing data imputation, estimation and management
|b knowledge optimization techniques /
|c by Tshilidzi Marwala.
|h [electronic resource] :
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| 260 |
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|a Hershey, Pa. :
|b IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA),
|c c2009.
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| 300 |
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|a electronic texts (xix, 306 p. : ill.) :
|b digital files.
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| 504 |
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|a Includes bibliographical references (p. 250-255) and index.
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| 505 |
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|a Introduction to Missing Data -- Estimation of Missing Data Using Neural Networks and Genetic Algorithms -- A Hybrid Approach to Missing Data: Bayesian Neural Networks, Principal Component Analysis and Genetic Algorithms -- Maximum Expectation Algorithms for Missing Data Estimation -- Missing Data Estimation Using Rough Sets -- Support Vector Regression for Missing Data Estimation -- Committee of Networks for Estimating Missing Data -- Online Approaches to Missing Data Estimation -- Missing Data Approaches to Classification -- Optimization Methods for Estimation of Missing Data -- Estimation of Missing Data Using Neural Networks and Decision Trees -- Control of Biomedical System Using Missing Data Approaches -- Emerging Missing Data Estimation Problems: Heteroskedasticity; Dynamic Programming and Impact of Missing Data -- About the Author -- Index.
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|a Restricted to subscribers or individual electronic text purchasers.
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|a This book focuses on methods to estimate missing values given to observed data. Providing a defining body of research valuable to those involved in the field of study, this book presents current and new computational intelligence techniques that allow computers to learn the underlying structure of data.
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|a Also available in print.
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| 538 |
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|a Mode of access: World Wide Web.
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| 588 |
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|a Title from PDF t.p. (viewed on June 19, 2010).
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| 650 |
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|a Computational intelligence.
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| 650 |
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|a Decision support systems.
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| 650 |
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|a Missing observations (Statistics)
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| 650 |
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|a Statistical decision
|x Data processing.
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|a Artificial neural networks
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|a Hybrid approach to missing data
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| 653 |
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|a Introduction of missing data
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| 653 |
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|a Maximum likelihood approach
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| 653 |
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|a Missing data estimation approaches
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| 653 |
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|a Missing data imputation
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|a Missing data patterns
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|a Missing data mechanism
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| 653 |
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|a Missing data estimation method
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| 653 |
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|a Missing data estimation methodology
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| 653 |
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|a Optimization techniques
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| 710 |
2 |
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|a IGI Global.
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0 |
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|c (Original)
|w (DLC) 2008041549
|z 9781605663364
|z 1605663360
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4 |
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|u https://ezaccess.library.uitm.edu.my/login?url=http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-60566-336-4
|z View fulltext via EzAccess
|