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Statistics and Its Interface
Volume 15 (2022)
Number 1
Further study on testing the equality of response rates under Dallal’s model
Pages: 115 – 126
DOI: https://dx.doi.org/10.4310/21-SII683
Authors
Abstract
Paired binary data naturally arises when paired body parts are investigated in clinical trials. In this paper, we will further study whether the response rates of $g (g \geq 2)$ groups are equal under Dallal’s model and propose eight test statistics ($T^a_L$, $T^a_W$, $T^a_{SC}$, $T^a_R$, $T^b_L$, $T^b_W$, $T^b_{SC}$ and $T^b_R$). Some expressions of these tests are derived. The simulation results show that likelihood ratio and Wald-type tests are not robust with respect to empirical type I error rates (TIEs). The score and Ronser-type tests can produce satisfactory TIEs and power, and therefore are recommended. A real example is given to illustrate the proposed methods.
Keywords
paired binary data, Dallal’s model, likelihood ratio test, Wald-type test, score test, Ronser-type test
This research is funded by the National Natural Science Foundation of China (Grant Nos. 12061070, 11661076), and by the Science and Technology Department of Xinjiang Uygur Autonomous Region (Grant No. 2018Q011).
Received 8 January 2021
Accepted 1 June 2021
Published 11 August 2021