A quasi-likelihood approach for ordered categorical data with overdispersion

被引:7
作者
Wang, YG
机构
[1] CSIRO IPPP Biometrics Unit, Cleveland, QLD 4163
关键词
categorical data; conditional likelihood; estimating equations; generalized linear models; overdispersion; quantal response; quasi-likelihood;
D O I
10.2307/2532841
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Quasi-likelihood (QL) methods are often used to account for overdispersion in categorical data. This paper proposes a new way of constructing a QL function that stems from the conditional mean-variance relationship. Unlike traditional QL approaches to categorical data, this QL function is, in general, not a scaled version of the ordinary log-likelihood function. A simulation study is carried out to examine the performance of the proposed QL method. Fish mortality data from quantal response experiments are used for illustration.
引用
收藏
页码:1252 / 1258
页数:7
相关论文
共 16 条
[1]   A GROWTH-CURVE MODEL APPROACH TO MULTIVARIATE QUANTAL BIOASSAY [J].
CARTER, EM ;
HUBERT, JJ .
BIOMETRICS, 1984, 40 (03) :699-706
[2]  
Cox D. R., 1984, ANAL SURVIVAL DATA
[3]   SOME REMARKS ON OVERDISPERSION [J].
COX, DR .
BIOMETRIKA, 1983, 70 (01) :269-274
[4]   DIAGNOSTICS FOR A CUMULATIVE MULTINOMIAL GENERALIZED LINEAR-MODEL, WITH APPLICATIONS TO GROUPED TOXICOLOGICAL MORTALITY DATA [J].
HINES, RJO ;
LAWLESS, JF ;
CARTER, EM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1992, 87 (420) :1059-1069
[5]   MODELING OVERDISPERSION IN TOXICOLOGICAL MORTALITY DATA GROUPED OVER TIME [J].
HINES, RJO ;
LAWLESS, JF .
BIOMETRICS, 1993, 49 (01) :107-121
[6]  
McCullagh P., 1989, GEN LINEAR MODELS, DOI [DOI 10.1007/978-1-4899-3242-6, 10.1201/9780203753736, DOI 10.2307/2347392]
[7]  
MORTON R, 1991, BIOMETRIKA, V78, P1
[8]  
NELDER JA, 1992, J ROY STAT SOC B MET, V54, P273
[9]   AN EXTENDED QUASI-LIKELIHOOD FUNCTION [J].
NELDER, JA ;
PREGIBON, D .
BIOMETRIKA, 1987, 74 (02) :221-232
[10]   MODELS FOR QUANTAL RESPONSE EXPERIMENTS OVER TIME [J].
PETKAU, AJ ;
SITTER, RR .
BIOMETRICS, 1989, 45 (04) :1299-1307