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Question 7.7: The z-transform of the PMF of a discrete random variable K i......

The z-transform of the PMF of a discrete random variable K is given by

\,\displaystyle G_K\left (z\right )=A\left[\frac{10+8 z^2}{2-z}\right]

a. What is the expected value of K ?

b. Find p_K(1), the probability that K has the value 1.

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Before answering both questions we need to obtain the numerical value of A. For G_K(z) to be a valid z-transform, it must satisfy the condition G_K(1)=1. Thus, we have that

\,\displaystyle G_K\left (1\right )=A\left[\frac{10+8}{2-1}\right]=18 A=1 \Rightarrow A=\frac{1}{18}

a. The expected value of K is

\,\displaystyle E[K]=\left.\frac{d}{d z} G_K\left (z\right )\right\vert _{z=1}=A\left[\frac{\left (2-z\right ) 16 z-\left (10+8 z^2\right )\left (-1\right )}{\left (2-z\right )^2}\right]_{z=1}=\frac{34}{18}=1.9

b. To obtain the PMF of K, we can use two methods:

Method 1:
We observe that

\,\displaystyle \begin{aligned} G_K\left (z\right ) & =A\left[\frac{10+8 z^2}{2-z}\right]=\frac{A}{2}\left[\frac{10+8 z^2}{1-\frac{z}{2}}\right]=\frac{A\left (10+8 z^2\right )}{2} \sum_{k=0}^{\infty}\left (\frac{z}{2}\right )^k \\ & =\frac{A\left (10+8 z^2\right )}{2}\left\{1+\frac{z}{2}+\frac{z^2}{4}+\frac{z^3}{8}+\frac{z^4}{16}+\cdots\right\} \\ & =\frac{A}{2}\left\{10+z\left[\frac{10}{2}\right]+z^2\left[\frac{10}{4}+8\right]+z^3\left[\frac{10}{8}+4\right]+z^4\left[\frac{10}{16}+2\right]+\cdots\right\} \end{aligned}

Thus, the probability that K has a value 1 is the coefficient of z in G_K(z), which is

\,\displaystyle p_K(1)=\frac{A}{2} \times \frac{10}{2}=\frac{5}{36}

Method 2:
We can also obtain the value of p_K(1) as follows:

\,\displaystyle \begin{aligned} p_K\left (1\right ) & =\left.\frac{1}{1 !} \frac{d}{d z} G_K\left (z\right )\right\vert _{z=0}=\left.A\left\{\frac{\left (2-z\right )\left (16 z\right )-\left (10+8 z^2\right )\left (-1\right )}{\left (2-z\right )^2}\right\}\right\vert _{z=0} \\ & =A\left\{\frac{10}{4}\right\}=\frac{1}{18} \times \frac{10}{4}=\frac{5}{36} \end{aligned}

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