Asymptotics in response-adaptive designs generated by a two-color, randomly reinforced urn

Citation
May, Caterina et Flournoy, Nancy, Asymptotics in response-adaptive designs generated by a two-color, randomly reinforced urn, Annals of statistics , 37(2), 2009, pp. 1058-1078
Journal title
ISSN journal
00905364
Volume
37
Issue
2
Year of publication
2009
Pages
1058 - 1078
Database
ACNP
SICI code
Abstract
This paper illustrates asymptotic properties for a response-adaptive design generated by a two-color, randomly reinforced urn model. The design considered is optimal in the sense that it assigns patients to the best treatment, with probability converging to one. An approach to show the joint asymptotic normality of the estimators of the mean responses to the treatments is provided in spite of the fact that allocation proportions converge to zero and one. Results on the rate of convergence of the number of patients assigned to each treatment are also obtained. Finally, we study the asymptotic behavior of a suitable test statistic.