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IB Mathematics: Applications and Interpretation HL · AHL 8: Statistics 2 · AHL 8.7

Name Date

Linear combinations of independent normal variables Problem set A

Show the mean and the variance of the combination, then use the calculator for any probability.

Difficulty: first skills applying them stretch

Skills

  1. X and Y are independent, \(X\sim N(18,\,5)\) and \(Y\sim N(6,\,3)\). State the distribution of each combination.

    1. (a) \(W=X+4Y\)
    2. (b) \(W=3X-2Y+7\)
  2. X and Y are independent, \(X\sim N(22,\,6)\) and \(Y\sim N(9,\,4)\). Let \(W=3X-2Y+5\). Find \(P(W>50)\).

  3. X has mean 50 and standard deviation 4. Y has mean 30 and standard deviation 3. X and Y are independent and both are normal. State the distribution of each.

    1. (a) \(X+Y\)
    2. (b) \(X-Y\)

In context

  1. A delivery driver loads the van and then drives to the customer. The loading time, X minutes, has distribution \(N(18,\,9)\) and the journey time, Y minutes, has distribution \(N(41,\,36)\). The two times are independent. Let T = X + Y. State the distribution of T and find the probability that the whole delivery takes less than 65 minutes.

  2. A plumber charges \$18 for each hour of labour and \$40 for each hour of equipment hire. The labour time on a job, X hours, has distribution \(N(5.5,\,1.2)\). The equipment time, Y hours, has distribution \(N(2.5,\,0.5)\). The two times are independent. The cost of a job is C = 18X + 40Y dollars. State the distribution of C and find the probability that a job costs more than \$250.

  3. A cyclist climbs a hill and then rides back down. The time to climb, X minutes, has distribution \(N(14.5,\,2.25)\) and the time to descend, Y minutes, has distribution \(N(6.2,\,0.64)\). The two times are independent. Let D = X − Y. State the distribution of D and find the probability that the climb takes more than 8 minutes longer than the descent.

Stretch

  1. X, Y and Z are independent, \(X\sim N(10,\,4)\), \(Y\sim N(6,\,3)\) and \(Z\sim N(8,\,2)\). Let \(W=X+2Y-Z+1\). Find \(P(W<18)\).

  2. X and Y are independent, \(X\sim N(40,\,9)\) and \(Y\sim N(25,\,16)\).

    1. (a) State the distributions of \(X+Y\) and \(X-Y\).
    2. (b) Find \(P(X+Y>70)\).
    3. (c) Find \(P(X-Y>20)\). Explain why your answer is the same as in part (b).

jmaths.xyz · AI HL · AHL 8.7 Linear combinations of independent normal variables