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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 B
Show the mean and the variance of the combination, then use the calculator for any probability.
Each question matches the question with the same number in set A. Do the ones you got wrong there.
Difficulty: first skills applying them stretch
Skills
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X and Y are independent, \(X\sim N(25,\,7)\) and \(Y\sim N(11,\,2)\). State the distribution of each combination.
- (a) \(W=2X+3Y\)
- (b) \(W=4X-3Y-2\)
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X and Y are independent, \(X\sim N(35,\,10)\) and \(Y\sim N(14,\,3)\). Let \(W=2X-3Y+4\). Find \(P(W>40)\).
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X has mean 60 and standard deviation 5. Y has mean 45 and standard deviation 2. X and Y are independent and both are normal. State the distribution of each.
- (a) \(X+Y\)
- (b) \(X-Y\)
In context
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A student gets ready for school and then walks there. The getting-ready time, X minutes, has distribution \(N(25,\,16)\) and the walking time, Y minutes, has distribution \(N(18,\,9)\). The two times are independent. Let T = X + Y. State the distribution of T and find the probability that the student needs less than 40 minutes in total.
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A photographer charges \$60 for each hour of shooting and \$35 for each hour of editing. The shooting time for a job, X hours, has distribution \(N(3.5,\,0.8)\). The editing time, Y hours, has distribution \(N(5,\,2.25)\). The two times are independent. The cost of a job is C = 60X + 35Y dollars. State the distribution of C and find the probability that a job costs more than \$420.
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Water flows into a tank through one pipe and out through another over one hour. The inflow, X litres, has distribution \(N(210,\,64)\) and the outflow, Y litres, has distribution \(N(185,\,49)\). The two flows are independent. Let D = X − Y be the net gain in the tank. State the distribution of D and find the probability that the tank gains more than 35 litres.
Stretch
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X, Y and Z are independent, \(X\sim N(15,\,5)\), \(Y\sim N(9,\,2)\) and \(Z\sim N(12,\,3)\). Let \(W=X+3Y-2Z-4\). Find \(P(W<22)\).
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X and Y are independent, \(X\sim N(50,\,16)\) and \(Y\sim N(30,\,4)\).
- (a) State the distributions of \(X+Y\) and \(X-Y\).
- (b) Find \(P(X+Y>85)\).
- (c) Find \(P(X-Y>25)\). Explain why your answer is the same as in part (b).
jmaths.xyz · AI HL · AHL 8.7 Linear combinations of independent normal variables