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Aeilko H. Zwinderman has written 12 work(s)
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Cover for 9789400778689 Cover for 9789400793637 Cover for 9783319041803 Cover for 9783319074122 Cover for 9789400798793 Cover for 9789400728622 Cover for 9789400794054 Cover for 9789400747036 Cover for 9783319121628 Cover for 9789400795129 Cover for 9783319151946 Cover for 9783319205991 Cover for 9783319271033 Cover for 9783319395852
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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.

Hardcover:

9789400778689 | 1 edition (Springer Verlag, December 11, 2013), cover price $89.99 | About this edition: Machine learning is concerned with the analysis of large data and multiple variables.

Paperback:

9789400793637 | Springer Verlag, February 8, 2015, cover price $89.95

cover image for 9783319074122
Product Description: The amount of data medical databases doubles every 20 months, and physicians are at a loss to analyze them. Also, traditional data analysis has difficulty to identify outliers and patterns in big data and data with multiple exposure / outcome variables and analysis-rules for surveys and questionnaires, currently common methods of data collection, are, essentially, missing...read more

Paperback:

9783319074122 | Springer Verlag, June 20, 2014, cover price $54.99 | About this edition: The amount of data medical databases doubles every 20 months, and physicians are at a loss to analyze them.

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Paperback:

9789400798793 | Springer Verlag, September 28, 2014, cover price $79.99
9789400748033 | 1 edition (Springer Verlag, July 10, 2012), cover price $49.95

cover image for 9789400794054
Product Description: Thanks to the omnipresent computer, current statistics can include data files of many thousands of values, and can perform any exploratory analysis in less than seconds. This development, however fascinating, generally does not lead to simple results...read more

Hardcover:

9789400728622 | 5th edition (Springer Verlag, February 7, 2012), cover price $119.00 | About this edition: Thanks to the omnipresent computer, current statistics can include data files of many thousands of values, and can perform any exploratory analysis in less than seconds.

Paperback:

9789400794054 | 5th edition (Springer Verlag, April 16, 2014), cover price $119.00 | About this edition: Thanks to the omnipresent computer, current statistics can include data files of many thousands of values, and can perform any exploratory analysis in less than seconds.

Paperback:

9789400795648 | Springer Verlag, November 25, 2014, cover price $69.99
9789400747036 | 1 edition (Springer Verlag, June 28, 2012), cover price $49.95

cover image for 9783319121628
Product Description: Unique features of the book involve the following.1.This book is the third volume of a three volume series of cookbooks entitled "Machine Learning in Medicine - Cookbooks One, Two, and Three". No other self-assessment works for the medical and health care community covering the field of machine learning have been published to date...read more

Paperback:

9783319121628 | Springer Verlag, November 10, 2014, cover price $54.99 | About this edition: Unique features of the book involve the following.

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Product Description: For medical and health workers this book is a must-have, because statistical methods in these fields are vital, and no equivalent work is available. For medical and health students this is equally true.A unique point is its low threshold, textually simple and at the same time full of self-assessment opportunities...read more

Hardcover:

9783319205991 | 2 edition (Springer Verlag, October 23, 2015), cover price $99.00 | About this edition: For medical and health workers this book is a must-have, because statistical methods in these fields are vital, and no equivalent work is available.

cover image for 9783319271033
Product Description: In medical and health care the scientific method is little used, and statistical software programs are experienced as black box programs producing lots of p-values, but little answers to scientific questions. The pocket calculator analyses appears to be, particularly, appreciated, because they enable medical and health professionals and students for the first time to understand the scientific methods of statistical reasoning and hypothesis testing...read more

Hardcover:

9783319271033 | 2 edition (Springer Verlag, January 29, 2016), cover price $89.99 | About this edition: In medical and health care the scientific method is little used, and statistical software programs are experienced as black box programs producing lots of p-values, but little answers to scientific questions.

displaying 1 to 12 | at end