please find 4.7.6 For random variable X of find f_X (x), E[X], and var [X]. Bern
ID: 3235993 • Letter: P
Question
please find 4.7.6
Explanation / Answer
Solution for 4.7.6
a) Since the conversation time cannot be negative, we know that FW (w) = 0 for w < 0.
The conversation time W is zero iff either the phone is busy, no one answers, or if the conversation time X of a completed call is zero. Let A be the event that the call is answered. Note that the event Ac implies W = 0.
For w 0,
FW (w) = P [A c ] + P [A] FW|A (w) = (1/2) + (1/2)FX (w) (1)
Thus the complete CDF of W is
FW (w) = 0 w < 0
= 1/2 + (1/2)FX (w) w 0 (2)
b) By taking the derivative of FW (w), the PDF of W is
fW (w) = (1/2)(w) + (1/2)fX (w)
=0 otherwise (3)
Next, we keep in mind that since X must be nonnegative, fX(x) = 0 for x < 0.
Hence, fW (w) = (1/2)(w) + (1/2)fX (w) (4)
c) From the PDF fW (w), calculating the moments is straightforward.
E [W] = fW(w) dw
= (1/2) fX (w) dw
= E [X] /2 (5)
The second moment is
E [W2] = w 2 fW (w) dw
= (1/2) w 2 fX (w) dw
= E[ X2 ]/2 (6)
The variance of W is
Var[W] = E[ W2] (E [W])2
= E[ X2] /2 (E [X] /2)2 (7)
= (1/2) Var[X] + (E [X])2 /4 (8)
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