A brief guide to model selection, multimodel inference and model averaging in behavioural ecology using Akaike's information criterion

MRE Symonds, A Moussalli - Behavioral ecology and sociobiology, 2011 - Springer
Akaike's information criterion (AIC) is increasingly being used in analyses in the field of
ecology. This measure allows one to compare and rank multiple competing models and to …

Effect size, confidence interval and statistical significance: a practical guide for biologists

S Nakagawa, IC Cuthill - Biological reviews, 2007 - Wiley Online Library
Null hypothesis significance testing (NHST) is the dominant statistical approach in biology,
although it has many, frequently unappreciated, problems. Most importantly, NHST does not …

[HTML][HTML] The preregistration revolution

BA Nosek, CR Ebersole… - Proceedings of the …, 2018 - National Acad Sciences
Progress in science relies in part on generating hypotheses with existing observations and
testing hypotheses with new observations. This distinction between postdiction and …

[HTML][HTML] Comparing multiple comparisons: practical guidance for choosing the best multiple comparisons test

S Midway, M Robertson, S Flinn, M Kaller - PeerJ, 2020 - peerj.com
Multiple comparisons tests (MCTs) include the statistical tests used to compare groups
(treatments) often following a significant effect reported in one of many types of linear …

Simple means to improve the interpretability of regression coefficients

H Schielzeth - Methods in Ecology and Evolution, 2010 - Wiley Online Library
Linear regression models are an important statistical tool in evolutionary and ecological
studies. Unfortunately, these models often yield some uninterpretable estimates and …

[HTML][HTML] Cryptic multiple hypotheses testing in linear models: overestimated effect sizes and the winner's curse

W Forstmeier, H Schielzeth - Behavioral ecology and sociobiology, 2011 - Springer
Fitting generalised linear models (GLMs) with more than one predictor has become the
standard method of analysis in evolutionary and behavioural research. Often, GLMs are …

[图书][B] Allee effects in ecology and conservation

F Courchamp, L Berec, J Gascoigne - 2008 - books.google.com
Allee effects are (broadly) defined as a decline in individual fitness at low population size or
density. They can result in critical population thresholds below which populations crash to …

Hypothesis testing in animal social networks

DP Croft, JR Madden, DW Franks, R James - Trends in ecology & evolution, 2011 - cell.com
Behavioural ecologists are increasingly using social network analysis to describe the social
organisation of animal populations and to test hypotheses. However, the statistical analysis …

Model selection and model averaging in behavioural ecology: the utility of the IT-AIC framework

SA Richards, MJ Whittingham, PA Stephens - Behavioral Ecology and …, 2011 - Springer
Behavioural ecologists often study complex systems in which multiple hypotheses could be
proposed to explain observed phenomena. For some systems, simple controlled …

Stepwise model fitting and statistical inference: turning noise into signal pollution

R Mundry, CL Nunn - The American Naturalist, 2009 - journals.uchicago.edu
Statistical inference based on stepwise model selection is applied regularly in ecological,
evolutionary, and behavioral research. In addition to fundamental shortcomings with regard …