In Sec. 11.2.2, and specifically in Fig. 11.1, we considered the question of whether CRN would induce the desired positive correlation for a given pair of alternative configurations, or whether it might backfire. Consider the following simple Monte Carlo examples, where U represents a random number:
(1) X1j = U2 and X2j = U3
(2) X1j = U2 and X2j = (1 – U)3
(a) Sketch the graphs of the responses in both examples.
(b) For each example, analytically find Cov(X1j, X2j).
(c) For each example, analytically calculate Var(X1j – X2j) under both independent sampling and CRN.
(d) Confirm your calculations in (b) and (c) empirically by designing and carrying out a small simulation study.
FIGURE 11.1 Model responses for CRN to work (top row) and backfire (bottom row).
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