a) LetXbe a real random variable with finite variance. Letmbe the expectation ofX, andv >0 the variance ofX. (a) Show that P(|X-m|=3vv)=1. 9 Give an example of anXwhere equality is attained (that is,...

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a) LetXbe a real random variable with finite variance. Letmbe the expectation ofX, andv >0 the variance ofX.


(a) Show that


P(|X-m|=3vv)=1. 9


Give an example of anXwhere equality is attained (that is, the probability of the event above is exactly 1/9).


(b) Let 0=a


variancevsuch that


P(|X-m| =vv/10) =a.


Show that one cannot have


P(|X-m| =vv/10 )= 1.




Remark: in both (a) and (b), it is enough to give thedistributionofXas a probability measure onR.




Answered Same DayDec 26, 2021

Answer To: a) LetXbe a real random variable with finite variance. Letmbe the expectation ofX, andv >0 the...

Robert answered on Dec 26 2021
114 Votes
Solution:
(a) From the Chebyshev’s Inequality:
(| | )


( )
Where,
[
]
( )
Substituting our condition in equation 1:
(| | √ )

( √ )

Therefore:
(| | √ )



(b) Using the same argument from above example, we have:
(| |


)
(| |


) ...
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