Question

In: Statistics and Probability

To evaluate the system parameters, one uses Monte Carlo methodology and simulates one of its vital...

To evaluate the system parameters, one uses Monte Carlo methodology and simulates one of its vital characteristics X, a continuous random variable with the density

f(x) = 2/9 (1+x) if -1 < x < 2, otherwise 0

Explain how one can generate X, given a computer-generated Standard Uniform variable U. If U = 0.2396, compute X.

Solutions

Expert Solution

(a)

Given: Probability Density Function of X:

,

                        for - 1 < x < 2

      =0, otherwise

The Cumulative Distribution Function F(x) is given by:

between limits - 1 to x.

Applying limits, we get:

Given: a computer-generated Standard Uniform variable U.

Since the Cumulative Distribution Function varies from0 to 1, itcan be equared to U as follows:

So,

we get:

So, we get:

i.e.,

Taking positive sign, we get:

One can genrate X by the above equation.

(b)

For U = 0.2396, we get:

So,

Answer is:

0.4684


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