Akaike’s information criterion;
Information theory;
Model averaging;
Model selection;
Multiple regression;
Statistical methods;
D O I:
暂无
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.
论文数: 0引用数: 0
h-index: 0
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.
论文数: 0引用数: 0
h-index: 0
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:
Univ Houston, Conrad N Hilton Coll Hotel & Restaurant Managemen, Houston, TX USAUniv Houston, Conrad N Hilton Coll Hotel & Restaurant Managemen, Houston, TX USA
Taylor, D. Christopher
论文数: 引用数:
h-index:
机构:
Snipes, Michael
Barber, Nelson A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Hampshire, Peter T Paul Coll Business & Econ, Durham, NH 03824 USAUniv Houston, Conrad N Hilton Coll Hotel & Restaurant Managemen, Houston, TX USA