Multivariate Permutation Tests

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Publisher : Wiley
ISBN 13 : 9780471496700
Total Pages : 432 pages
Book Rating : 4.4/5 (967 download)

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Book Synopsis Multivariate Permutation Tests by : Fortunato Pesarin

Download or read book Multivariate Permutation Tests written by Fortunato Pesarin and published by Wiley. This book was released on 2001-06-08 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 :
Publisher : John Wiley & Sons
ISBN 13 : 9780470689523
Total Pages : 448 pages
Book Rating : 4.6/5 (895 download)

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Book Synopsis Permutation Tests for Complex Data by : Fortunato Pesarin

Download or read book Permutation Tests for Complex Data written by Fortunato Pesarin and published by John Wiley & Sons. This book was released on 2010-02-25 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 :
Publisher : Springer Science & Business Media
ISBN 13 : 1475723466
Total Pages : 238 pages
Book Rating : 4.4/5 (757 download)

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Book Synopsis Permutation Tests by : Phillip Good

Download or read book Permutation Tests written by Phillip Good and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: A step-by-step guide to the application of permutation tests in biology, medicine, science, and engineering. The intuitive and informal style makes this manual ideally suitable for students and researchers approaching these methods for the first time. In particular, it shows how to handle the problems of missing and censored data, nonresponders, after-the-fact covariates, and outliers.

Permutation Tests for Stochastic Ordering and ANOVA

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 038785956X
Total Pages : 223 pages
Book Rating : 4.3/5 (878 download)

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Book Synopsis Permutation Tests for Stochastic Ordering and ANOVA by : Dario Basso

Download or read book Permutation Tests for Stochastic Ordering and ANOVA written by Dario Basso and published by Springer Science & Business Media. This book was released on 2009-04-20 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 in multivariate analysis

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Publisher :
ISBN 13 :
Total Pages : 116 pages
Book Rating : 4.:/5 (631 download)

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Book Synopsis Permutation tests in multivariate analysis by : George C. Runger

Download or read book Permutation tests in multivariate analysis written by George C. Runger and published by . This book was released on 1985 with total page 116 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Permutation Tests

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 147573235X
Total Pages : 288 pages
Book Rating : 4.4/5 (757 download)

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Book Synopsis Permutation Tests by : Phillip Good

Download or read book Permutation Tests written by Phillip Good and published by Springer Science & Business Media. This book was released on 2013-04-17 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Ranking of Multivariate Populations

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Author :
Publisher : CRC Press
ISBN 13 : 1315360462
Total Pages : 337 pages
Book Rating : 4.3/5 (153 download)

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Book Synopsis Ranking of Multivariate Populations by : Livio Corain

Download or read book Ranking of Multivariate Populations written by Livio Corain and published by CRC Press. This book was released on 2017-09-20 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: Ranking of Multivariate Populations: A Permutation Approach with Applications presents a novel permutation-based nonparametric approach for ranking several multivariate populations. Using data collected from both experimental and observation studies, it covers some of the most useful designs widely applied in research and industry investigations, such as multivariate analysis of variance (MANOVA) and multivariate randomized complete block (MRCB) designs. The first section of the book introduces the topic of ranking multivariate populations by presenting the main theoretical ideas and an in-depth literature review. The second section discusses a large number of real case studies from four specific research areas: new product development in industry, perceived quality of the indoor environment, customer satisfaction, and cytological and histological analysis by image processing. A web-based nonparametric combination global ranking software is also described. Designed for practitioners and postgraduate students in statistics and the applied sciences, this application-oriented book offers a practical guide to the reliable global ranking of multivariate items, such as products, processes, and services, in terms of the performance of all investigated products/prototypes.

Permutation Tests for Stochastic Ordering and ANOVA

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Author :
Publisher : Springer
ISBN 13 : 9780387859552
Total Pages : 218 pages
Book Rating : 4.8/5 (595 download)

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Book Synopsis Permutation Tests for Stochastic Ordering and ANOVA by : Dario Basso

Download or read book Permutation Tests for Stochastic Ordering and ANOVA written by Dario Basso and published by Springer. This book was released on 2009-04-28 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 in Multivariate Analysis

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Author :
Publisher :
ISBN 13 :
Total Pages : 250 pages
Book Rating : 4.:/5 (319 download)

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Book Synopsis Permutation Tests in Multivariate Analysis by : George C. Runger

Download or read book Permutation Tests in Multivariate Analysis written by George C. Runger and published by . This book was released on 1982 with total page 250 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Permutation, Parametric, and Bootstrap Tests of Hypotheses

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 0387271589
Total Pages : 331 pages
Book Rating : 4.3/5 (872 download)

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Book Synopsis Permutation, Parametric, and Bootstrap Tests of Hypotheses by : Phillip I. Good

Download or read book Permutation, Parametric, and Bootstrap Tests of Hypotheses written by Phillip I. Good and published by Springer Science & Business Media. This book was released on 2005-12-19 with total page 331 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 Methods

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Publisher : Springer Science & Business Media
ISBN 13 : 0387698132
Total Pages : 449 pages
Book Rating : 4.3/5 (876 download)

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Book Synopsis Permutation Methods by : Paul W. Mielke

Download or read book Permutation Methods written by Paul W. Mielke and published by Springer Science & Business Media. This book was released on 2007-07-29 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the second edition of the comprehensive treatment of statistical inference using permutation techniques. It makes available to practitioners a variety of useful and powerful data analytic tools that rely on very few distributional assumptions. Although many of these procedures have appeared in journal articles, they are not readily available to practitioners. This new and updated edition places increased emphasis on the use of alternative permutation statistical tests based on metric Euclidean distance functions that have excellent robustness characteristics. These alternative permutation techniques provide many powerful multivariate tests including multivariate multiple regression analyses.

Multivariate Analysis of Ecological Data Using CANOCO

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Author :
Publisher : Cambridge University Press
ISBN 13 : 9780521891080
Total Pages : 296 pages
Book Rating : 4.8/5 (91 download)

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Book Synopsis Multivariate Analysis of Ecological Data Using CANOCO by : Jan Lepš

Download or read book Multivariate Analysis of Ecological Data Using CANOCO written by Jan Lepš and published by Cambridge University Press. This book was released on 2003-05-29 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Table of contents

Multivariate Analysis of Ecological Data

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Author :
Publisher : Fundacion BBVA
ISBN 13 : 8492937505
Total Pages : 336 pages
Book Rating : 4.4/5 (929 download)

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Book Synopsis Multivariate Analysis of Ecological Data by : Michael Greenacre

Download or read book Multivariate Analysis of Ecological Data written by Michael Greenacre and published by Fundacion BBVA. This book was released on 2014-01-09 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: La diversidad biológica es fruto de la interacción entre numerosas especies, ya sean marinas, vegetales o animales, a la par que de los muchos factores limitantes que caracterizan el medio que habitan. El análisis multivariante utiliza las relaciones entre diferentes variables para ordenar los objetos de estudio según sus propiedades colectivas y luego clasificarlos; es decir, agrupar especies o ecosistemas en distintas clases compuestas cada una por entidades con propiedades parecidas. El fin último es relacionar la variabilidad biológica observada con las correspondientes características medioambientales. Multivariate Analysis of Ecological Data explica de manera completa y estructurada cómo analizar e interpretar los datos ecológicos observados sobre múltiples variables, tanto biológicos como medioambientales. Tras una introducción general a los datos ecológicos multivariantes y la metodología estadística, se abordan en capítulos específicos, métodos como aglomeración (clustering), regresión, biplots, escalado multidimensional, análisis de correspondencias (simple y canónico) y análisis log-ratio, con atención también a sus problemas de modelado y aspectos inferenciales. El libro plantea una serie de aplicaciones a datos reales derivados de investigaciones ecológicas, además de dos casos detallados que llevan al lector a apreciar los retos de análisis, interpretación y comunicación inherentes a los estudios a gran escala y los diseños complejos.

Bootstrapping and Related Techniques

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Publisher : Springer Science & Business Media
ISBN 13 : 3642488501
Total Pages : 231 pages
Book Rating : 4.6/5 (424 download)

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Book Synopsis Bootstrapping and Related Techniques by : Karl-Heinz Jöckel

Download or read book Bootstrapping and Related Techniques written by Karl-Heinz Jöckel and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book contains 30 selected, refereed papers from an in- ternational conference on bootstrapping and related techni- ques held in Trier 1990. Thepurpose of the book is to in- form about recent research in the area of bootstrap, jack- knife and Monte Carlo Tests. Addressing the novice and the expert it covers as well theoretical as practical aspects of these statistical techniques. Potential users in different disciplines as biometry, epidemiology, computer science, economics and sociology but also theoretical researchers s- hould consult the book to be informed on the state of the art in this area.

Resampling-Based Multiple Testing

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Publisher : John Wiley & Sons
ISBN 13 : 9780471557616
Total Pages : 382 pages
Book Rating : 4.5/5 (576 download)

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Book Synopsis Resampling-Based Multiple Testing by : Peter H. Westfall

Download or read book Resampling-Based Multiple Testing written by Peter H. Westfall and published by John Wiley & Sons. This book was released on 1993-01-12 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: Combines recent developments in resampling technology (including the bootstrap) with new methods for multiple testing that are easy to use, convenient to report and widely applicable. Software from SAS Institute is available to execute many of the methods and programming is straightforward for other applications. Explains how to summarize results using adjusted p-values which do not necessitate cumbersome table look-ups. Demonstrates how to incorporate logical constraints among hypotheses, further improving power.

Nonparametric Hypothesis Testing

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Publisher : John Wiley & Sons
ISBN 13 : 1118763483
Total Pages : 242 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Nonparametric Hypothesis Testing by : Stefano Bonnini

Download or read book Nonparametric Hypothesis Testing written by Stefano Bonnini and published by John Wiley & Sons. This book was released on 2014-07-01 with total page 242 pages. Available in PDF, EPUB and Kindle. Book excerpt: A novel presentation of rank and permutation tests, with accessible guidance to applications in R Nonparametric testing problems are frequently encountered in many scientific disciplines, such as engineering, medicine and the social sciences. This book summarizes traditional rank techniques and more recent developments in permutation testing as robust tools for dealing with complex data with low sample size. Key Features: Examines the most widely used methodologies of nonparametric testing. Includes extensive software codes in R featuring worked examples, and uses real case studies from both experimental and observational studies. Presents and discusses solutions to the most important and frequently encountered real problems in different fields. Features a supporting website (www.wiley.com/go/hypothesis_testing) containing all of the data sets examined in the book along with ready to use R software codes. Nonparametric Hypothesis Testing combines an up to date overview with useful practical guidance to applications in R, and will be a valuable resource for practitioners and researchers working in a wide range of scientific fields including engineering, biostatistics, psychology and medicine.

Permutation Methods

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Author :
Publisher : Springer Science & Business Media
ISBN 13 : 1475734492
Total Pages : 359 pages
Book Rating : 4.4/5 (757 download)

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Book Synopsis Permutation Methods by : Paul W. Jr. Mielke

Download or read book Permutation Methods written by Paul W. Jr. Mielke and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book provides a comprehensive treatment of statistical inference using permutation techniques. It features a variety of useful and powerful data analytic tools that rely on very few distributional assumptions. Although many of these procedures have appeared in journal articles, they are not readily available to practitioners.