Coverart for item
The Resource Machine learning in medicine, Part three, Ton J. Cleophas, Aeilko H. Zwinderman ; with the help from Henny I. Cleophas-Allers

Machine learning in medicine, Part three, Ton J. Cleophas, Aeilko H. Zwinderman ; with the help from Henny I. Cleophas-Allers

Label
Machine learning in medicine, Part three
Title
Machine learning in medicine
Title number
Part three
Statement of responsibility
Ton J. Cleophas, Aeilko H. Zwinderman ; with the help from Henny I. Cleophas-Allers
Creator
Contributor
Subject
Language
eng
Summary
Machine learning is concerned with the analysis of large data and multiple variables. It is also often more sensitive than traditional statistical methods to analyze small data. The first and second volumes reviewed subjects like optimal scaling, neural networks, factor analysis, partial least squares, discriminant analysis, canonical analysis, fuzzy modeling, various clustering models, support vector machines, Bayesian networks, discrete wavelet analysis, association rule learning, anomaly detection, and correspondence analysis. This third volume addresses more advanced methods and includes subjects like evolutionary programming, stochastic methods, complex sampling, optional binning, Newton's methods, decision trees, and other subjects. Both the theoretical bases and the step by step analyses are described for the benefit of non-mathematical readers. Each chapter can be studied without the need to consult other chapters. Traditional statistical tests are, sometimes, priors to machine learning methods, and they are also, sometimes, used as contrast tests. To those wishing to obtain more knowledge of them, we recommend to additionally study (1) Statistics Applied to Clinical Studies 5th Edition 2012, (2) SPSS for Starters Part One and Two 2012, and (3) Statistical Analysis of Clinical Data on a Pocket Calculator Part One and Two 2012, written by the same authors, and edited by Springer, New York
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorName
Cleophas, Ton J. M
Dewey number
610.285/631
Index
index present
Language note
English
LC call number
R858
LC item number
.C54 2013
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Zwinderman, Aeilko H
http://library.link/vocab/subjectName
  • Medicine
  • Machine learning
  • Artificial intelligence
  • Artificial intelligence
  • Machine learning
  • Medicine
Label
Machine learning in medicine, Part three, Ton J. Cleophas, Aeilko H. Zwinderman ; with the help from Henny I. Cleophas-Allers
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
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 -- Introduction to Machine Learning Part Three.-Evolutionary Operations.-Multiple Treatments -- Multiple Endpoints -- Optimal Binning -- Exact P-Values -- Probit Regression -- Over -- dispersion. 10Random Effects -- Weighted Least Squares -- Multiple Response Sets -- Complex Samples -- Runs Tests.-Decision Trees -- Spectral Plots -- Newton's Methods -- Stochastic Processes, Stationary Markov Chains -- Stochastic Processes, Absorbing Markov Chains -- Conjoint Models -- Machine Learning and Unsolved Questions -- Index
Control code
864752467
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9789400778689
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-94-007-7869-6
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)864752467
Label
Machine learning in medicine, Part three, Ton J. Cleophas, Aeilko H. Zwinderman ; with the help from Henny I. Cleophas-Allers
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
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 -- Introduction to Machine Learning Part Three.-Evolutionary Operations.-Multiple Treatments -- Multiple Endpoints -- Optimal Binning -- Exact P-Values -- Probit Regression -- Over -- dispersion. 10Random Effects -- Weighted Least Squares -- Multiple Response Sets -- Complex Samples -- Runs Tests.-Decision Trees -- Spectral Plots -- Newton's Methods -- Stochastic Processes, Stationary Markov Chains -- Stochastic Processes, Absorbing Markov Chains -- Conjoint Models -- Machine Learning and Unsolved Questions -- Index
Control code
864752467
Dimensions
unknown
Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9789400778689
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-94-007-7869-6
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)864752467

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