Permutation Statistical Methods With R

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Permutation Statistical Methods With R

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Author : Kenneth J. Berry
language : en
Publisher: Springer Nature
Release Date : 2021-09-27

Permutation Statistical Methods With R written by Kenneth J. Berry and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-27 with Mathematics categories.

This book takes a unique approach to explaining permutation statistics by integrating permutation statistical methods with a wide range of classical statistical methods and associated R programs. It opens by comparing and contrasting two models of statistical inference: the classical population model espoused by J. Neyman and E.S. Pearson and the permutation model first introduced by R.A. Fisher and E.J.G. Pitman. Numerous comparisons of permutation and classical statistical methods are presented, supplemented with a variety of R scripts for ease of computation. The text follows the general outline of an introductory textbook in statistics with chapters on central tendency and variability, one-sample tests, two-sample tests, matched-pairs tests, completely-randomized analysis of variance, randomized-blocks analysis of variance, simple linear regression and correlation, and the analysis of goodness of fit and contingency. Unlike classical statistical methods, permutation statistical methods do not rely on theoretical distributions, avoid the usual assumptions of normality and homogeneity, depend only on the observed data, and do not require random sampling. The methods are relatively new in that it took modern computing power to make them available to those working in mainstream research. Designed for an audience with a limited statistical background, the book can easily serve as a textbook for undergraduate or graduate courses in statistics, psychology, economics, political science or biology. No statistical training beyond a first course in statistics is required, but some knowledge of, or some interest in, the R programming language is assumed.

Permutation Statistical Methods With R

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Author : Kenneth J. Berry
language : en
Publisher:
Release Date : 2021

Permutation Statistical Methods With R written by Kenneth J. Berry and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021 with categories.

This book takes a unique approach to explaining permutation statistics by integrating permutation statistical methods with a wide range of classical statistical methods and associated R programs. It opens by comparing and contrasting two models of statistical inference: the classical population model espoused by J. Neyman and E.S. Pearson and the permutation model first introduced by R.A. Fisher and E.J.G. Pitman. Numerous comparisons of permutation and classical statistical methods are presented, supplemented with a variety of R scripts for ease of computation. The text follows the general outline of an introductory textbook in statistics with chapters on central tendency and variability, one-sample tests, two-sample tests, matched-pairs tests, completely-randomized analysis of variance, randomized-blocks analysis of variance, simple linear regression and correlation, and the analysis of goodness of fit and contingency. Unlike classical statistical methods, permutation statistical methods do not rely on theoretical distributions, avoid the usual assumptions of normality and homogeneity, depend only on the observed data, and do not require random sampling. The methods are relatively new in that it took modern computing power to make them available to those working in mainstream research. Designed for an audience with a limited statistical background, the book can easily serve as a textbook for undergraduate or graduate courses in statistics, psychology, economics, political science or biology. No statistical training beyond a first course in statistics is required, but some knowledge of, or some interest in, the R programming language is assumed.

Statistical Methods

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Author : James R. Beatty
language : en
Publisher:
Release Date : 1995

Statistical Methods written by James R. Beatty and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1995 with Management categories.

Statistical Methods For The Analysis Of Biomedical Data

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Author : Robert F. Woolson
language : en
Publisher:
Release Date : 1987-10-05

Statistical Methods For The Analysis Of Biomedical Data written by Robert F. Woolson and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1987-10-05 with Mathematics categories.

The new edition adds a chapter on multiple linear regression in biomedical research, with sections including the multiple linear regressions model and least squares; the ANOVA table, parameter estimates, and confidence intervals; partial f-tests; polynomial regression; and analysis of covariance. * Organized by problem rather than method, so it guides readers to the correct technique for solving the problem at hand.

A Brief Evaluation Of Statistical Methods For Detecting Disease Clusters In Time And Or Space

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Author :
language : en
Publisher:
Release Date : 2004

A Brief Evaluation Of Statistical Methods For Detecting Disease Clusters In Time And Or Space written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Cluster analysis categories.

Probability And Statistical Analysis

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Author : Edgar P. Hickman
language : en
Publisher:
Release Date : 1971

Probability And Statistical Analysis written by Edgar P. Hickman and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1971 with Mathematical statistics categories.

Statistical Analysis

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Author : Everett Vernon Lewis
language : en
Publisher:
Release Date : 1963

Statistical Analysis written by Everett Vernon Lewis and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1963 with Statistics categories.

A First Course In Statistical Method

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Author : George Irving Gavett
language : en
Publisher:
Release Date : 1925

A First Course In Statistical Method written by George Irving Gavett and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1925 with Statistics categories.

Statistical Theory And Method Abstracts

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Author :
language : en
Publisher:
Release Date : 1997

Statistical Theory And Method Abstracts written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1997 with Statistics categories.

Statistical Methods For Business Decisions

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Author : Charles Tallifero Clark
language : en
Publisher: Hodder Education
Release Date : 1969

Statistical Methods For Business Decisions written by Charles Tallifero Clark and has been published by Hodder Education this book supported file pdf, txt, epub, kindle and other format this book has been release on 1969 with Mathematics categories.