一个质地不均匀的正四面体骰子,其四个面上分别印有数字 1 到 4。投掷该骰子,用随机变量 XX 表示骰子着地那面上的数字。XX 的概率分布如下表所示。
xx1234
P(X=x)\mathrm{P}(X = x)ppqqqqpp
一个游戏规则是玩家投掷一次该骰子。如果骰子着地那面上的数字为 4,则玩家获胜,否则玩家失败。随机变量 YY 表示玩家在 50 局游戏中获胜的次数。

  1. (a)

    写出 E(X)\mathrm{E}(X) 的数值。

  2. (b)

    已知 Var⁡(X)=1.65\operatorname{Var}(X) = 1.65,求 pp 和 qq 的值。

  3. (c)

    给出使 YY 能很好地用二项分布进行建模的两个假设。

  4. (d)

    假设 YY 服从二项分布。

    求玩家获胜场数超过期望获胜场数的概率。

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完整解法

10(a)

1. Determine the value of $\mathrm{E}(X)$ using the sum of probabilities or symmetry

Since the sum of all probabilities is 11:
2p+2q=1  ⟹  p+q=0.52p + 2q = 1 \implies p + q = 0.5

Using the formula for expectation:
E(X)=1(p)+2(q)+3(q)+4(p)\mathrm{E}(X) = 1(p) + 2(q) + 3(q) + 4(p)
E(X)=5p+5q=5(p+q)\mathrm{E}(X) = 5p + 5q = 5(p + q)
E(X)=5(0.5)=2.5\mathrm{E}(X) = 5(0.5) = 2.5

(Alternatively, by observing that the probability distribution is perfectly symmetrical about 2.52.5, one can directly state E(X)=2.5\mathrm{E}(X) = 2.5.)

答案

2.52.5

10(b)

1. Establish the first equation using the sum of probabilities.

∑P(X=x)=1\sum \mathrm{P}(X=x) = 1
2p+2q=12p + 2q = 1
p+q=0.5  ⟹  q=0.5−pp + q = 0.5 \implies q = 0.5 - p

2. Express $\mathrm{E}(X^2)$ in terms of $p$ and $q$.

E(X2)=12(p)+22(q)+32(q)+42(p)\mathrm{E}(X^2) = 1^2(p) + 2^2(q) + 3^2(q) + 4^2(p)
=p+4q+9q+16p= p + 4q + 9q + 16p
=17p+13q= 17p + 13q

3. Form a second equation using the given variance and the value of $\mathrm{E}(X)$ from part (a).

From part (a), by symmetry, E(X)=2.5\mathrm{E}(X) = 2.5.
Var⁡(X)=E(X2)−[E(X)]2\operatorname{Var}(X) = \mathrm{E}(X^2) - [\mathrm{E}(X)]^2
1.65=(17p+13q)−(2.5)21.65 = (17p + 13q) - (2.5)^2
1.65=17p+13q−6.251.65 = 17p + 13q - 6.25
17p+13q=7.917p + 13q = 7.9

4. Solve the simultaneous equations to find $p$ and $q$.

Substitute q=0.5−pq = 0.5 - p into the variance equation:
17p+13(0.5−p)=7.917p + 13(0.5 - p) = 7.9
17p+6.5−13p=7.917p + 6.5 - 13p = 7.9
4p=1.44p = 1.4
p=0.35p = 0.35

Substitute p=0.35p = 0.35 back to find qq:
q=0.5−0.35=0.15q = 0.5 - 0.35 = 0.15

答案

p=0.35,q=0.15p = 0.35, q = 0.15

10(c)

1. State the assumption of independence between trials

The outcome of each game (whether the player wins or loses) must be independent of all other games.

2. State the assumption of a constant probability of success

The probability of winning (getting a 4) must remain constant for every game played.

答案
  1. The outcome of each game is independent of the outcomes of all other games.
  2. The probability of winning remains constant for every game.

10(d)

1. Find the value of $p$ using the probability distribution and conditions from earlier parts.

From the probability table, the sum of probabilities is 11:
2p+2q=1  ⟹  p+q=0.52p + 2q = 1 \implies p + q = 0.5
The expected value is:
E(X)=1(p)+2(q)+3(q)+4(p)=5p+5q=5(0.5)=2.5\mathrm{E}(X) = 1(p) + 2(q) + 3(q) + 4(p) = 5p + 5q = 5(0.5) = 2.5
Using the given Var⁡(X)=1.65\operatorname{Var}(X) = 1.65:
E(X2)−[E(X)]2=1.65\mathrm{E}(X^2) - [\mathrm{E}(X)]^2 = 1.65
[12(p)+22(q)+32(q)+42(p)]−2.52=1.65[1^2(p) + 2^2(q) + 3^2(q) + 4^2(p)] - 2.5^2 = 1.65
17p+13q=1.65+6.25=7.917p + 13q = 1.65 + 6.25 = 7.9
Substituting q=0.5−pq = 0.5 - p:
17p+13(0.5−p)=7.917p + 13(0.5 - p) = 7.9
4p+6.5=7.9  ⟹  4p=1.4  ⟹  p=0.354p + 6.5 = 7.9 \implies 4p = 1.4 \implies p = 0.35

2. Define the distribution of $Y$ and find the expected number of games won.

The probability of winning a game (landing on 4) is p=0.35p = 0.35.
Given 5050 games, Y∼B(50,0.35)Y \sim \mathrm{B}(50, 0.35).

The expected number of games won is:
E(Y)=np=50×0.35=17.5\mathrm{E}(Y) = np = 50 \times 0.35 = 17.5

3. Calculate the probability that the player wins more than the expected number of games.

We require P(Y>17.5)\mathrm{P}(Y > 17.5). Since YY is a discrete integer count:
P(Y>17.5)=P(Y≥18)\mathrm{P}(Y > 17.5) = \mathrm{P}(Y \ge 18)
P(Y≥18)=1−P(Y≤17)\mathrm{P}(Y \ge 18) = 1 - \mathrm{P}(Y \le 17)
Using a graphing calculator:
P(Y≥18)≈1−0.499066=0.500934\mathrm{P}(Y \ge 18) \approx 1 - 0.499066 = 0.500934
P(Y≥18)≈0.501 (to 3 s.f.)\mathrm{P}(Y \ge 18) \approx 0.501 \text{ (to 3 s.f.)}

答案

0.5010.501

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