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Machine Learning in Medicine - Part Two (Hardcover, 2013 ed.)
Loot Price: R1,557
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Machine Learning in Medicine - Part Two (Hardcover, 2013 ed.)
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Machine learning is concerned with the analysis of large data and
multiple variables. However, it is also often more sensitive than
traditional statistical methods to analyze small data. The first
volume reviewed subjects like optimal scaling, neural networks,
factor analysis, partial least squares, discriminant analysis,
canonical analysis, and fuzzy modeling. This second volume includes
various clustering models, support vector machines, Bayesian
networks, discrete wavelet analysis, genetic programming,
association rule learning, anomaly detection, correspondence
analysis, 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.
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