Avoiding pitfalls when using information-theoretic methods

被引:985
作者
Anderson, DR [1 ]
Burnham, KP [1 ]
机构
[1] Colorado State Univ, Colorado Cooperat Fish & Wildlife Res Unit, Ft Collins, CO 80523 USA
关键词
Akaike's Information Criterion; analysis guidelines; information-theoretic methods; Kullback-Leibler information; model selection uncertainty; modeling; P-values;
D O I
10.2307/3803155
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
We offer suggestions to avoid misuse of information-theoretic methods in wildlife laboratory and field studies. Our suggestions relate to basic science issues and the need to ask deeper questions (4 problems are noted), errors in the way that analytical methods are used (7 problems), and outright mistakes seen commonly in the published literature (5 problems). We assume that readers are familiar with the information-theoretic approaches and provide several examples of misuse. Any method can be misused-our purpose here is to suggest constructive ways to avoid misuse.
引用
收藏
页码:912 / 918
页数:7
相关论文
共 38 条
[1]   NEW LOOK AT STATISTICAL-MODEL IDENTIFICATION [J].
AKAIKE, H .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1974, AC19 (06) :716-723
[2]  
Akaike H., 1973, 2 INT S INFORM THEOR, P267, DOI [DOI 10.1007/978-1-4612-1694-0_15, 10.1007/978-1-4612-1694-0_15]
[3]  
Anderson DR, 2001, WILDLIFE SOC B, V29, P311
[4]   Null hypothesis testing: Problems, prevalence, and an alternative [J].
Anderson, DR ;
Burnham, KP ;
Thompson, WL .
JOURNAL OF WILDLIFE MANAGEMENT, 2000, 64 (04) :912-923
[5]   Suggestions for presenting the results of data analyses [J].
Anderson, DR ;
Link, WA ;
Johnson, DH ;
Burnham, KP .
JOURNAL OF WILDLIFE MANAGEMENT, 2001, 65 (03) :373-378
[6]  
[Anonymous], 1990, SUBSET SELECTION REG, DOI DOI 10.1007/978-1-4899-2939-6
[7]   Survival and philopatry of female redheads breeding in southwestern Manitoba [J].
Arnold, TW ;
Anderson, MG ;
Sorenson, MD ;
Emery, RB .
JOURNAL OF WILDLIFE MANAGEMENT, 2002, 66 (01) :162-169
[9]   Effect of habitat characteristics on the probability of parasitism and predation of Bell's vireo nests [J].
Budnik, JM ;
Thompson, FR ;
Ryan, MR .
JOURNAL OF WILDLIFE MANAGEMENT, 2002, 66 (01) :232-239
[10]  
Burnham K. P., 1998, MODEL SELECTION INFE