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A finite population likelihood ratio test of the sharp null hypothesis for compliers

Book Contribution - Book Chapter Conference Contribution

In a randomized experiment with noncompliance, scientific interest is often in testing whether the treatment exposure X has an effect on the final outcome Y. We propose a finite-population significance test of the sharp null hypothesis that X has no effect on Y, within the principal stratum of Compliers, using a generalized likelihood ratio test. We present a new algorithm that solves the corresponding integer programs.
Book: UNCERTAINTY IN ARTIFICIAL INTELLIGENCE
Pages: 523 - 532
ISBN:9780996643108
Publication year:2015
Accessibility:Closed