Eco-Stats: Data Analysis in Ecology

Language: English

Published by Springer, Springer Aug 2022, 2022

3030884422 / 9783030884420

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This item is printed on demand - Print on Demand Titel. Neuware -This book introduces ecologists to the wonderful world of modern tools for data analysis, especially multivariate analysis.For biologists with relatively little prior knowledge of statistics, it introduces a modern, advanced approach to data analysis in an intuitive and accessible way. The book begins by reviewing some core principles in statistics, and relates common methods to the linear model, a general framework for modeling data where the response is continuous. This is then extended to discrete data using generalized linear models, to designs with multiple sampling levels via mixed models, and to situations where there are multiple response variables via model-based approaches to multivariate analysis. Along the way there is an introduction to: important principles in model selection; adaptations of the model to handle non-linearity and cyclical variables; dependence due to structured correlation in time, space or phylogeny; and design-based techniques for inference that can relax some of the modelling assumptions. It concludes with a range of advanced topics in model-based multivariate analysis relevant to the modern ecologist, including fourth corner, latent variable and copula models.Examples span a variety of applications including environmental monitoring, species distribution modeling, global-scale surveys of plant traits, and small field experiments on biological controls. Math Boxes throughout the book explain some of the core ideas mathematically for readers who want to delve deeper, and R code is used throughout. Accompanying code, data, and solutions to exercises can be found in the ecostats R package on CRAN.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 448 pp. Englisch.

Seller Inventory # 9783030884420

Title
Eco-Stats: Data Analysis in Ecology
Author
David I Warton
Publisher
Springer, Springer Aug 2022
Publication year
2022
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3030884422
ISBN 13
9783030884420
Item weight
834 grams
Dimensions
241x160x30 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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