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Environmental Data Analysis

An Introduction with Examples in R

Language EnglishEnglish
Book Paperback
Book Environmental Data Analysis Dormann
Libristo code: 38455790
Publishers Springer Nature Switzerland AG, December 2021
Environmental Data Analysis is an introductory statistics textbook for environmental science. It cov... Full description
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Environmental Data Analysis is an introductory statistics textbook for environmental science. It covers descriptive, inferential and predictive statistics, centred on the Generalized Linear Model. The key idea behind this book is to approach statistical analyses from the perspective of maximum likelihood, essentially treating most analyses as (multiple) regression problems. The reader will be introduced to statistical distributions early on, and will learn to deploy models suitable for the data at hand, which in environmental science are often not normally distributed. To make the initially steep learning curve more manageable, each statistical chapter is followed by a walk-through in a corresponding R-based how-to chapter, which reviews the theory and applies it to environmental data. In this way, a coherent and expandable foundation in parametric statistics is laid, which can be expanded in advanced courses.The content has been "field-tested" in several years of courses on statistics for Environmental Science, Geography and Forestry taught at the University of Freiburg.

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About the book

Full name Environmental Data Analysis
Author Dormann, Carsten
Language English
Binding Book - Paperback
Date of issue 2021
Number of pages 264
EAN 9783030550226
ISBN 3030550222
Libristo code 38455790
Weight 705
Dimensions 210 x 279 x 16
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