Hands-On Mathematics for Deep Learning

Composite hypothesis

Now, if we have a composite hypothesis, such as , the error probabilities are not singular-valued.

So, we define the power function, which is as follows:

.

Ideally, we would like W(θ) to be small on the null hypothesis and large on the alternative hypothesis.

The size of the test is , which is not an ideal size. Given , .