MAXIMUM-LIKELIHOOD INFERENCE FROM SAMPLE SURVEY DATA

Citation
Ju. Breckling et al., MAXIMUM-LIKELIHOOD INFERENCE FROM SAMPLE SURVEY DATA, International statistical review, 62(3), 1994, pp. 349-363
Citations number
35
Categorie Soggetti
Statistic & Probability","Statistic & Probability
ISSN journal
03067734
Volume
62
Issue
3
Year of publication
1994
Pages
349 - 363
Database
ISI
SICI code
0306-7734(1994)62:3<349:MIFSSD>2.0.ZU;2-T
Abstract
In this paper we present a general theory for maximum likelihood infer ence based on sample survey data. Our purpose is to identify and empha sise the recurring basic concepts that arise in the application of lik elihood methods, including the estimation of precision, to survey data . We discuss the problems generated by the effects of sample design, s election and response processes. We also discuss the problem of failur es of the model assumptions and the role of sample inclusion probabili ties in achieving robustness. We present two illustrative examples, on e of which illustrates the use of non-Gaussian models.