Determine the probability density function


Solve the following:

1. (Adapted from Larson, Intro. to Probability Theory, 1969) A nursery specializes in the installation of circular flower beds. When laying out the circle, a workman puts a peg in the center and cuts a length of rope (already tied in a loose loop to the stake) equal to the radius of the desired circle, and uses this to mark out the bed on the ground. Assume the desired radius is r meters. Also assume the workman is a little sloppy, and is equally likely to cut the rope to any length within the interval (r - 0.1, r + 0.1). Let X be the length of the rope from stake to cut end.

a. Determine the probability density function for X.

b. Let Y be the surface area of the circle. State Y in terms of X.

c. Determine the probability density function for Y.

d. Find E(Y)

e. Find P(Y > πr2).

2. The Weibull density function is given by f(y) = (1/α) m ym-1 exp(-ym /α) if 0< y <∞; and f(y) = 0 otherwise, where α and m are positive constants. This density function is often used as a model for the length of life of physical systems. Suppose Y has the Weibull density just given.

a. Find the density function of U = Ym.

b. Find E(Yk) for any positive integer k.

c. Suppose W has an exponential distribution with mean β. Prove that Y = √W has a Weibull density with α = β and m = 2.

d. Find E(Wk/2)

3. A small orchard contains 5 Winesap apple trees and 3 Mutsu apple trees, all at peak bearing age. The yearly harvests for Winesap apple trees at that stage are normally distributed with mean μ1 and variance σ2, while the yearly harvest for Mutsu apple trees at that stage are normally distributed with mean μ2 and variance 2σ2.

a. What is the expected yearly harvest for this orchard?

b. Assume you have lists of yearly harvest amounts per tree and you can randomly select n of the Winesap harvest amounts and m of the Mutsu harvest amounts. Suppose σ2 is known. Construct a 95% confidence interval for the expected yearly harvest for this orchard.

c. Under the same conditions as in part b, but with σ2 unknown, construct a 95% confidence interval for the expected yearly harvest for this orchard.

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Basic Statistics: Determine the probability density function
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