Given events A1, A2, ..., An in a probability space ̐ and denote [n] = {1, 2, ..., n}. Define Ai = ∩i∈I Ai and Bi = ∡i∈I Ai, where I ⊆ [n] and assume that ∩i∈∅ Ai = ̐ and ∡i∈∅ Ai = ∅. We further define the pure slice AiAj, where i, j ∈ [n]. Prove that for each I ⊆ [n], P(Ai) = ∑i∈I P(Ai) - ∑i∈I ∑j∈I{i} P(Ai∩Aj). In particular, P(̐) = ∑i∈[n] P(Ai). [Hint: Show that all events Ai∩Aj, i, j ∈ [n]; i ≠ j are disjoint, some of them may be empty:]
(b) Let ̐ = {(i, j) : 1 ≤ i, j ≤ 6} be the sample space of rolling a pair of black and white fair dice. Let X and Y be random variables defined by X(i, j) = i and Y(i, j) = j for (i, j) ∈ ̐. Are X and Y independent? If yes, verify their independence by definition: Find E((3X + 4Y)^2) and V(3X + 4Y).
(c) Two gamblers A and B have a and b whole HK dollars respectively, where a and b are positive integers, and bet one dollar each time on a biased HK dollar coin with a positive success probability of the number-side for A and positive success probability of 1-p for B. The game continues without stop until A reaches a+b dollars or B reaches 0 dollars. Find the probabilities: (1) A wins all dollars from B. (2) B wins all dollars from A. (3) The game continues forever. (Hint: Let Pn denote the probability that the game reaches a+b dollars when A is at the situation of holding n dollars, n = 0, 1, 2, ..., a+b.)