Which of the following statements are true?多项选择题

A

(A) The sum rule of probability states that the probability of a variable X, denoted as p(X), can be calculated as the sum of joint probabilities of X and another variable Y across all values of Y.

B

(B) According to Bayes' theorem, the probability of cancer given a positive test result, p(C = 1|T = 1), can be calculated without considering the overall probability of a positive test result, p(T = 1).

C

(C) In the context of probabilities, the product rule allows us to express the joint probability of two events X and Y as the product of the conditional probability of Y given X and the probability of X.

D

(D) If two events are independent, the joint probability of these events equals the product of their individual probabilities, which contradicts the product rule.

E

(E) Expectations of a function under a probability distribution can be estimated as a finite sum over a set of data points drawn from that distribution, and this approximation becomes exact as the number of data points approaches infinity.

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