Binary hypothesis testing and mutual information Consider the binary choice in Gaussian noise, as shown in Example 5.2. When k 1 and the variance of

Binary hypothesis testing and mutual information Consider the binary choice in Gaussian noise, as shown in Example 5.2. When k ¼1 and the variance of the Gaussian distribution is 1, show numerically that the mutual information is maximized when  ¼ 0.5.