A diagnostic test for a certain disease is applied to n individuals known to not have the disease. Let X = the number among the n test results that are positive (indicating presence of the disease, so X is the number of false positives) and p = the probability that a disease free individual's test result is positive (i.e., p is the true proportion of test results from disease free individuals that are positive). Assume that only X is available rather than the actual sequence of test results.
a. Derive the maXimum likelihood estimator of p. If n = 20 and x = 3, what is the estimate?
b. Is the estimator of part (a) unbiased?
c. If n = 20 and x = 3, what is the mle of the probability (1 - p)5 that none of the next five tests done on disease free individuals are positive?