In: Statistics and Probability
Let Y1 < Y2 < Y3 < Y4 < Y5 be the order statistics of a random sample of size 5 from a continuous distribution with median m. What is P(Y2 < m < Y4)?
Let Y1 < Y2 < Y3 < Y4 < Y5 be the order statistics of a random sample of size 5 from a continuous distribution with median m.
We know that for median if the sample observation is in
ascending order and if the number of sample observations n is odd
then the median is
th sample observation and if total number of sample observations n
is even then median is the any value between
th observation and
th observation , for simplicity we take the average of
th observation and
observation.
Here the number of sample observation = n = 5.
So,
observation is median. So median is Y3.
i.e. Y3 = m .
Now we want to find the probability that, P( Y2 < m < Y4 ) which is equal to the probability of P( Y2 < Y3 < Y4 ) , since , Y3 = m .
Now given that, Y1<Y2<Y3<Y4<Y5 be the order statistic. So Y3 must lie in between Y2 and Y4.
So , P( Y2 < Y3 < Y4 ) = P( Y2 < m < Y4 ) = 1 [Since, Probability of a sure event is one]