A brief guide to model selection, multimodel inference and model averaging in behavioural ecology using Akaike’s information criterion
被引:1
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作者:
Matthew R. E. Symonds
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机构:University of Melbourne,Department of Zoology
Matthew R. E. Symonds
Adnan Moussalli
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机构:University of Melbourne,Department of Zoology
Adnan Moussalli
机构:
[1] University of Melbourne,Department of Zoology
[2] Museum Victoria,Sciences Department
来源:
Behavioral Ecology and Sociobiology
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2011年
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65卷
关键词:
Akaike’s information criterion;
Information theory;
Model averaging;
Model selection;
Multiple regression;
Statistical methods;
D O I:
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中图分类号:
学科分类号:
摘要:
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 estimate which of them best approximates the “true” process underlying the biological phenomenon under study. Behavioural ecologists have been slow to adopt this statistical tool, perhaps because of unfounded fears regarding the complexity of the technique. Here, we provide, using recent examples from the behavioural ecology literature, a simple introductory guide to AIC: what it is, how and when to apply it and what it achieves. We discuss multimodel inference using AIC—a procedure which should be used where no one model is strongly supported. Finally, we highlight a few of the pitfalls and problems that can be encountered by novice practitioners.
机构:
Colorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, Ft Collins, CO 80523 USAColorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, Ft Collins, CO 80523 USA
Burnham, Kenneth P.
Anderson, David R.
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机构:
Colorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, Ft Collins, CO 80523 USAColorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, Ft Collins, CO 80523 USA
Anderson, David R.
Huyvaert, Kathryn P.
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机构:
Colorado State Univ, Dept Fish Wildlife & Conservat Biol, Ft Collins, CO 80523 USAColorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, Ft Collins, CO 80523 USA
机构:
Inst Butantan, Ctr Biotecnol, Lab Bioprocessos, Av Vital Brasil 1500, BR-05503900 Sao Paulo, SP, BrazilInst Butantan, Ctr Biotecnol, Lab Bioprocessos, Av Vital Brasil 1500, BR-05503900 Sao Paulo, SP, Brazil
Cintra, F. de O.
Takagi, M.
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机构:
Inst Butantan, Ctr Biotecnol, Lab Bioprocessos, Av Vital Brasil 1500, BR-05503900 Sao Paulo, SP, BrazilInst Butantan, Ctr Biotecnol, Lab Bioprocessos, Av Vital Brasil 1500, BR-05503900 Sao Paulo, SP, Brazil