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Statistics with Applications in Biology and Geology

Autor Preben Blaesild, Jorgen Granfeldt
en Limba Engleză Hardback – 11 sep 2017
The use of statistics is fundamental to many endeavors in biology and geology. For students and professionals in these fields, there is no better way to build a statistical background than to present the concepts and techniques in a context relevant to their interests. Statistics with Applications in Biology and Geology provides a practical introduction to using fundamental parametric statistical models frequently applied to data analysis in biology and geology.

Based on material developed for an introductory statistics course and classroom tested for nearly 10 years, this treatment establishes a firm basis in models, the likelihood method, and numeracy. The models addressed include one sample, two samples, one- and two-way analysis of variance, and linear regression for normal data and similar models for binomial, multinomial, and Poisson data. Building on the familiarity developed with those models, the generalized linear models are introduced, making it possible for readers to handle fairly complicated models for both continuous and discrete data. Models for directional data are treated as well. The emphasis is on parametric models, but the book also includes a chapter on the most important nonparametric tests.

This presentation incorporates the use of the SAS statistical software package, which authors use to illustrate all of the statistical tools described. However, to reinforce understanding of the basic concepts, calculations for the simplest models are also worked through by hand. SAS programs and the data used in the examples and exercises are available on the Internet.
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Specificații

ISBN-13: 9781138469815
ISBN-10: 1138469815
Pagini: 566
Dimensiuni: 178 x 254 x 38 mm
Greutate: 1.16 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC

Public țintă

Undergraduate

Cuprins

Statistical Analysis. Preliminary Investigations. Normal Data. Linear Normal Data. An Introduction to Power of Tests and Design of Experiments. The Multinomial Distribution. The Poisson Distribution. Generalized Linear Models. Models for Directional Data. The Likelihood Method. Simulated Fractal Diagrams. The Newton-Raphson Procedure.

Recenzii

"The authors provide a useful website for the book [which] contains the many data sets used in the examples and exercises, as well as the SAS jobs. … [T]his book could be a very good source of supplementary, applied material … [or] an excellent book for a second course in practical applications."
- Computers & Geosciences


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Notă biografică

Preben Blaesild, Jorgen Granfeldt

Descriere

Offers an introduction to the fundamental parametric statistical models applied to data analysis in biology and geology. This book incorporates use of the SAS statistical software package to illustrate the statistical tools described.