Ken A. Aho

Foundational and Applied Statistics for Biologists Using R (eBook, ePUB)

• Format: ePub

Produktbeschreibung

Full of biological applications, exercises, and interactive graphical examples, this text presents comprehensive coverage of both modern analytical methods and statistical foundations. The author harnesses the inherent properties of the R environment to enable students to examine the code of complicated procedures step by step and thus better understand the process of obtaining analysis results. The graphical capabilities of R are used to provide interactive demonstrations of simple to complex statistical concepts. R code and other materials are available online.

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Produktdetails

• Verlag: Taylor & Francis
• Erscheinungstermin: 9. März 2016
• Englisch
• ISBN-13: 9781040052877
• Artikelnr.: 72274054

Autorenporträt

Ken A. Aho

Inhaltsangabe

FOUNDATIONS: Philosophical and Historical Foundations. Introduction to Probability. Probability Density Functions. Parameters and Statistics. Interval Estimation: Sampling Distributions, Resampling Distributions, and Simulation Distributions. Hypothesis Testing. Sampling Design and Experimental Design. APPLICATIONS: Correlation. Regression. ANOVA. Tabular Analyses. Appendix. References. Index.

Rezensionen

"The book is written in an accessible style for undergraduate students and is built in a lecture-style format. Each chapter commences with a brief description of its contents in the 'how to read this chapter' section and finishes with a summary and exercises to help the students practice using the notions that they discovered within the chapter. The book also contains an extensive appendix of mathematical concepts and has the advantage of a large collection of references, which can be accessed for further studies."
-Zentralblatt MATH 1306

"The book contains a host of examples to illustrate various methods of analysis and statistical concepts ... The statistical concepts described are illustrated with some terrific interactive GUIs and sliders; code to implement these is provided in the R package asbio, which accompanies the text. More than a plaything for the distracted statistician, these are great resources for teaching students and conveying statistical ideas to the non-statistically trained. ... does this book offer anything new, not available elsewhere in the crowded market of statistics books using R? Yes it does. The approach, focusing on statistical foundations first, building upwards from basic philosophical concepts, before progressing to implementation and real world applications, is certainly novel. I would, without a doubt, recommend this book to those statisticians working with biologists ..."
-Statistical Methods in Medical Research, 2015

"This is a terrific intermediate-level modern applied statistics text for biologists or anyone else who is interested in data analysis. ... a thorough job of introducing and detailing the main concepts, the methods, and the pleasures of modern data analysis. It is a visually pleasing book with good layouts, nice typefaces, and great tables and graphics and the R code to produce them! A great way for a class to really engage with R graphics. ... The author has put effort into making the book. A website and a companion R package, asbio, serve two audiences: introductory classes and more advanced classes. He has succeeded nicely in writing a dual-level book. ... I would strongly recommend the book for mature students ... I look forward to using it with my upper-level undergrads and the Masters and PhD students I continue to work with."
-MAA Reviews, September 2014