Multivariate Permutation Tests
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Multivariate Permutation Tests
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Author : Fortunato Pesarin
language : en
Publisher: Wiley
Release Date : 2001-06-08
Multivariate Permutation Tests written by Fortunato Pesarin and has been published by Wiley this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001-06-08 with Mathematics categories.
Complex multivariate problems are frequently encountered in many scientific disciplines and it can be very difficult to obtain meaningful results. Permutation and nonparametric combination methods provide flexible solutions to complex problems by reducing the problem down to a set of simpler sub-problems. The author presents a novel but well tested approach using real examples taken from biomedical research. Statistical analyses are performed in a nonparametric setting, so that no assumptions need be made about the underlying distribution and the dependence relations between variables. * Provides a clear exposition of the use of multivariate permutation testing, with emphasis on the use of nonparametric combination methodology. * Growing area of research with many practical applications, notably in biostatistics. * Numerous case studies and examples help to illustrate the theory. * Provides solutions to multi-aspect problems, to problems with missing data, analysis of factorial designs and repeated measures. * Explains the analysis of categorical, ordered categorical, binary, continuous, and mixed variables in both an experimental and an observational context. * NPC-Test(c) software (demo copy), SAS macros, S-Plus code and datasets are available on the Web at http://www.stat.unipd.it/~pesarin/ For researchers and practitioners in a number of scientific disciplines, particularly biostatistics, the vast collection of techniques, examples and case studies will be an invaluable resource. Graduate students of applied statistics and nonparametric methods will find the book provides an accessible introduction to multivariate permutation testing.
Permutation Tests For Complex Data
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Author : Fortunato Pesarin
language : en
Publisher: John Wiley & Sons
Release Date : 2010-02-25
Permutation Tests For Complex Data written by Fortunato Pesarin and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-02-25 with Mathematics categories.
Complex multivariate testing problems are frequently encountered in many scientific disciplines, such as engineering, medicine and the social sciences. As a result, modern statistics needs permutation testing for complex data with low sample size and many variables, especially in observational studies. The Authors give a general overview on permutation tests with a focus on recent theoretical advances within univariate and multivariate complex permutation testing problems, this book brings the reader completely up to date with today’s current thinking. Key Features: Examines the most up-to-date methodologies of univariate and multivariate permutation testing. Includes extensive software codes in MATLAB, R and SAS, featuring worked examples, and uses real case studies from both experimental and observational studies. Includes a standalone free software NPC Test Release 10 with a graphical interface which allows practitioners from every scientific field to easily implement almost all complex testing procedures included in the book. Presents and discusses solutions to the most important and frequently encountered real problems in multivariate analyses. A supplementary website containing all of the data sets examined in the book along with ready to use software codes. Together with a wide set of application cases, the Authors present a thorough theory of permutation testing both with formal description and proofs, and analysing real case studies. Practitioners and researchers, working in different scientific fields such as engineering, biostatistics, psychology or medicine will benefit from this book.
Permutation Tests
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Author : Phillip Good
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-04-17
Permutation Tests written by Phillip Good and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-04-17 with Mathematics categories.
A step-by-step manual on the application of permutation tests in biology, business, medicine, science, and engineering. Its intuitive and informal style make it ideal for students and researchers, whether experienced or coming to these resampling methods for the first time. The real-world problems of missing and censored data, multiple comparisons, nonresponders, after-the-fact covariates, and outliers are all dealt with at length. This new edition has more than 100 additional pages, and includes streamlined statistics for the k-sample comparison and analysis of variance plus expanded sections on computational techniques, multiple comparisons, multiple regression, comparing variances, and testing interactions in balanced designs. The comprehensive author and subject indexes, plus an expert-system guide to methods, provide for further ease of use, while the exercises at the end of every chapter have been supplemented with drills and a number of graduate-level thesis problems.
Permutation Tests For Stochastic Ordering And Anova
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Author : Dario Basso
language : en
Publisher: Springer Science & Business Media
Release Date : 2009-04-20
Permutation Tests For Stochastic Ordering And Anova written by Dario Basso and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-04-20 with Mathematics categories.
Permutation testing for multivariate stochastic ordering and ANOVA designs is a fundamental issue in many scientific fields such as medicine, biology, pharmaceutical studies, engineering, economics, psychology, and social sciences. This book presents new advanced methods and related R codes to perform complex multivariate analyses. The prerequisites are a standard course in statistics and some background in multivariate analysis and R software.
Permutation Tests For Stochastic Ordering And Anova
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Author : Dario Basso
language : en
Publisher: Springer
Release Date : 2009-04-28
Permutation Tests For Stochastic Ordering And Anova written by Dario Basso and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-04-28 with Mathematics categories.
Permutation testing for multivariate stochastic ordering and ANOVA designs is a fundamental issue in many scientific fields such as medicine, biology, pharmaceutical studies, engineering, economics, psychology, and social sciences. This book presents new advanced methods and related R codes to perform complex multivariate analyses. The prerequisites are a standard course in statistics and some background in multivariate analysis and R software.
Permutation Parametric And Bootstrap Tests Of Hypotheses
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Author : Phillip I. Good
language : en
Publisher: Springer Science & Business Media
Release Date : 2005-12-19
Permutation Parametric And Bootstrap Tests Of Hypotheses written by Phillip I. Good and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-12-19 with Mathematics categories.
Previous edition sold over 1400 copies worldwide. This new edition includes many more real-world illustrations from biology, business, clinical trials, economics, geology, law, medicine, social science and engineering along with twice the number of exercises.
Permutation Tests In Multivariate Analysis
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Author : George C. Runger
language : en
Publisher:
Release Date : 1985
Permutation Tests In Multivariate Analysis written by George C. Runger and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1985 with categories.
Multivariate Permutation Tests For Paired Observations
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Author : Marcello Caratozzolo
language : en
Publisher:
Release Date : 2002
Multivariate Permutation Tests For Paired Observations written by Marcello Caratozzolo and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with categories.
Permutation Tests In Shape Analysis
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Author : LUIGI SALMASO
language : en
Publisher: Springer Science & Business Media
Release Date : 2013-09-06
Permutation Tests In Shape Analysis written by LUIGI SALMASO and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09-06 with Mathematics categories.
Statistical shape analysis is a geometrical analysis from a set of shapes in which statistics are measured to describe geometrical properties from similar shapes or different groups, for instance, the difference between male and female Gorilla skull shapes, normal and pathological bone shapes, etc. Some of the important aspects of shape analysis are to obtain a measure of distance between shapes, to estimate average shapes from a (possibly random) sample and to estimate shape variability in a sample[1]. One of the main methods used is principal component analysis. Specific applications of shape analysis may be found in archaeology, architecture, biology, geography, geology, agriculture, genetics, medical imaging, security applications such as face recognition, entertainment industry (movies, games), computer-aided design and manufacturing. This is a proposal for a new Brief on statistical shape analysis and the various new parametric and non-parametric methods utilized to facilitate shape analysis.
Multivariate Permutation Tests For The K Sample Problem With Clustered Data
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Author : Jörg Rahnenführer
language : en
Publisher:
Release Date : 1999
Multivariate Permutation Tests For The K Sample Problem With Clustered Data written by Jörg Rahnenführer and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with categories.