Subjects statistics

Uniform Distribution 7F1187

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Question: A bus comes by every 15 minutes. The times from when a person arrives at the busstop until the bus arrives follows a Uniform distribution from 0 to 15 minutes. A person arrives at the bus stop at a randomly selected time. Round to 4 decimal places where possible. a. The mean of this distribution is b. The standard deviation is c. The probability that the person will wait more than 5 minutes is d. Suppose that the person has already been waiting for 1 minutes. Find the probability that the Person's total waiting time will be between 3.2 and 4.3 minutes e. 57% of all customers wait at least how long for the train?
1. **Problem Statement:** A bus arrives every 15 minutes, and the waiting time $X$ for a person arriving randomly at the bus stop follows a Uniform distribution on the interval $[0,15]$ minutes. 2. **Uniform Distribution Properties:** For a Uniform distribution $X \sim U(a,b)$: - Mean: $$\mu = \frac{a+b}{2}$$ - Variance: $$\sigma^2 = \frac{(b-a)^2}{12}$$ - Standard deviation: $$\sigma = \sqrt{\sigma^2}$$ - Probability for interval $[x_1,x_2]$: $$P(x_1 \leq X \leq x_2) = \frac{x_2 - x_1}{b - a}$$ 3. **Given:** $$a=0, \quad b=15$$ --- ### a. Mean of the distribution $$\mu = \frac{0 + 15}{2} = \frac{15}{2} = 7.5$$ ### b. Standard deviation $$\sigma^2 = \frac{(15 - 0)^2}{12} = \frac{225}{12} = 18.75$$ $$\sigma = \sqrt{18.75} \approx 4.3301$$ ### c. Probability that the person waits more than 5 minutes $$P(X > 5) = 1 - P(X \leq 5) = 1 - \frac{5 - 0}{15 - 0} = 1 - \frac{5}{15} = 1 - \frac{1}{3} = \frac{2}{3} \approx 0.6667$$ ### d. Conditional probability: Given the person has already waited 1 minute, find $P(3.2 \leq X \leq 4.3)$ total waiting time Since the person has waited 1 minute, the remaining waiting time is $X - 1$ given $X > 1$. We want: $$P(3.2 \leq X \leq 4.3 \mid X > 1) = \frac{P(3.2 \leq X \leq 4.3)}{P(X > 1)}$$ Calculate numerator: $$P(3.2 \leq X \leq 4.3) = \frac{4.3 - 3.2}{15 - 0} = \frac{1.1}{15} \approx 0.0733$$ Calculate denominator: $$P(X > 1) = 1 - P(X \leq 1) = 1 - \frac{1 - 0}{15} = 1 - \frac{1}{15} = \frac{14}{15} \approx 0.9333$$ Therefore: $$P(3.2 \leq X \leq 4.3 \mid X > 1) = \frac{0.0733}{0.9333} \approx 0.0785$$ ### e. Find $t$ such that 57% of customers wait at least $t$ minutes This means: $$P(X \geq t) = 0.57 \implies P(X < t) = 1 - 0.57 = 0.43$$ Since $X$ is uniform: $$P(X < t) = \frac{t - 0}{15 - 0} = \frac{t}{15} = 0.43$$ Solve for $t$: $$t = 15 \times 0.43 = 6.45$$ --- **Final answers:** - a. Mean = $7.5$ - b. Standard deviation $\approx 4.3301$ - c. Probability wait more than 5 minutes $\approx 0.6667$ - d. Conditional probability $\approx 0.0785$ - e. 57% wait at least $6.45$ minutes