Likelihood methods in randomized trials with noncompliance and subsequent nonresponse)

来源 :IMS-China International Conference on Statistics and Probabi | 被引量 : 0次 | 上传用户:greenplastic
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  This research considers likelihood methods for estimating the causal effect of treatment assignment for a two-armed randomized trial assuming all-or-none treat ment noncompliance and allowing for subsequent nonresponse.We derive observed data likelihood function in a closed form expression which can be maximized directly to obtain a maximum likelihood estimate (MLE) of the causal effect of treatment assignment.We compare the MLE with an alternative estimator where the proba bility distribution of the compliance state is estimated independent of the response and its missingness mechanism.Our work indicates that direct maximum likelihood inference is straight forward for this problem.
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