In: Statistics and Probability
Consider a continuous random variable X with the probability density function f X ( x ) = x/C , 3 ≤ x ≤ 7, zero elsewhere. Consider Y = g( X ) = 100/(x^2+1). Use cdf approach to find the cdf of Y, FY(y). Hint: F Y ( y ) = P( Y <y ) = P( g( X ) <y ) =
fX(x)=x/c ,3
x
7 ,zero elsewhere
first we find value of c ;
as 20/c=1 => c=20
Now we find range of Y-
3
x
7
9
x^2
49
squaring both sides
10
x^2+1
50
adding 1 to each
1/50
1/(x2+1)
1/10
taking reciprocal
2
100/(x^2+!)
10
multiplying by 100
hence 2
g(x)
10.or
2
Y
10
Now find CDF
FY(y)=P(Y
y)
=P(100/x^2+1
y) = P(100/y
x^2+1) [as both y and (x^2+1) is positive ]
= P[(100/y)-1
x^2]
[take 1 on the other side]
= P[((100-y)/y)^1/2
x
[here x is positive so we do not have to worry about negative
values of x]
=
[take 1/2 outside and put limits]
=
we have already found the range of Y i.e 2
Y
10.