返回题库

Sharpe 弹珠:期望/方差之比

Sharpe Marbles

专题
Probability / 概率
难度
L4

题目详情

Alice 与 Bob 各有 1 颗红弹珠与 1 颗蓝弹珠,并各自等概率展示其中一颗。

  • 若两人都展示蓝色:Alice 赢 1。
  • 若两人都展示红色:Alice 赢 3。
  • 否则:Bob 赢 2。

收益来自母亲(不是互相支付)。令 ArA_rBrB_r 分别表示 Alice 与 Bob 的“期望收益 / 方差”。求 BrArB_r-A_r

Siblings Alice and Bob play a game with marbles. Each player has one red and one blue marble and shows one marble to the other uniformly at random. If both show blue, Alice wins 11. If both show red, Alice wins 33. Else, Bob wins 22. Note that the winnings come from their mother, not the other player. Let ArA_r and BrB_r define the ratio between the expected return and variance of Alice's and Bob's payoffs, respectively. What is BrArB_r - A_r?

解析

列举四种等概率情况:

  • 蓝蓝:Alice=1,Bob=0。
  • 红红:Alice=3,Bob=0。
  • 其余两种:Alice=0,Bob=2。

因此

E[A]=141+143+120=1,E[B]=122+120=1.\mathbb{E}[A]=\frac14\cdot 1+\frac14\cdot 3+\frac12\cdot 0=1, \quad \mathbb{E}[B]=\frac12\cdot 2+\frac12\cdot 0=1.

方差:

Var(A)=14(11)2+14(31)2+12(01)2=32,\mathrm{Var}(A)=\frac14(1-1)^2+\frac14(3-1)^2+\frac12(0-1)^2=\frac{3}{2}, Var(B)=12(21)2+12(01)2=1.\mathrm{Var}(B)=\frac12(2-1)^2+\frac12(0-1)^2=1.

因此

Ar=13/2=23,Br=11=1,A_r=\frac{1}{3/2}=\frac{2}{3},\quad B_r=\frac{1}{1}=1, BrAr=13.B_r-A_r=\frac{1}{3}.

Original Explanation

Siblings Alice and Bob play a game with marbles. Each player has one red and one blue marble and shows one marble to the other uniformly at random. If both show blue, Alice wins 11. If both show red, Alice wins 33. Else, Bob wins 22. Note that the winnings come from their mother, not the other player. Let ArA_r and BrB_r define the ratio between the expected return and variance of Alice's and Bob's payoffs, respectively. What is BrArB_r - A_r?

We start by solving for the expected payoffs and their variances:

E[A]=14(1)+14(3)+12(0)=1E[A] = \frac{1}{4}(1) + \frac{1}{4}(3) + \frac{1}{2}(0) = 1 E[B]=12(2)+12(0)=1E[B] = \frac{1}{2}(2) + \frac{1}{2}(0) = 1 V[A]=14(11)2+14(31)2+12(01)2=32V[A] = \frac{1}{4}(1-1)^2 + \frac{1}{4}(3-1)^2 + \frac{1}{2}(0-1)^2 = \frac{3}{2} V[B]=12(21)2+12(01)2=1V[B] = \frac{1}{2}(2-1)^2 + \frac{1}{2}(0-1)^2 = 1

Now, we can calculate ArA_r and BrB_r:

Ar=1÷32=23A_r = 1 \div \frac{3}{2} = \frac{2}{3} Br=1÷1=1B_r = 1 \div 1 = 1 BrAr=13B_r - A_r = \frac{1}{3}

This conclusion shows how expected return is not the only metric that should be used when calculating the practical payoff of an investment. Even though the two players have the same expected return, Alice is taking on additional risk for her position. Ceteris paribus, Bob's position is favored over Alice's because he achieves higher expected return per unit of positional risk he takes on.