Eco-Stats: Data Analysis in Ecology

From t-tests to Multivariate Abundances

Inbunden, Engelska, 2022

Av David I Warton, David I. Warton

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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.

Produktinformation

Utgivningsdatum2022-08-12
Mått155 x 235 x 33 mm
Vikt808 g
FormatInbunden
SpråkEngelska
SerieMethods in Statistical Ecology
Antal sidor433
FörlagSpringer Nature Switzerland AG
ISBN9783030884420

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David Warton is professor and leads the Eco-Stats group based in the School of Mathematics and Statistics and is affiliated with the Evolution & Ecology Research Centre at the University of New South Wales (Australia). He is an ecological statistician who advances methodology for data analysis in ecology and is one of quantitative ecology’s great explainers. He has an unerring knack for identifying core concepts and packaging them in comprehensible ways.

1. "Stats 101" Revision.- 2. An important equivalence result.- 3. Regression with multiple predictor variables.- 4. Linear models – anything goes.- 5. Model selection.- 6. Mixed effects models.- 7. Correlated samples in time, space, phylogeny.- 8. Wiggly Models.- 9. Design-based inference.- 10. Analysing discrete data.- 11. Multivariate analysis.- 12. Visualising many responses.- 13. Allometric line-fitting.- 14. Multivariate abundances and environmental association.- 15. Predicting multivariate abundances.- 16. Explaining variation in response across taxa.- 17. Studying co-occurrence patterns.- 18. Closing advice.