Consider the probability distribution of a random variable x. Is the expected value of the distribution necessarily one of the possible values of x? Explain and give examples.
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In general the expected value of a random variable X is not equal to one of the values of X.
For example consider a random variable X having Uniform Distribution over the set {1,2,3,4,5,6} i.e. the probability distribution of X is
X=x | 1 | 2 | 3 | 4 | 5 | 6 |
P[ X=x] | 1/6 | 1/6 | 1/6 | 1/6 | 1/6 | 1/6 |
So, X takes the values 1,2,3,4,5,6 with equal probability 1/6 and its expected value is
E(X) = 1*1/6+2*1/6+3*1/6+4*1/6+5*1/6+6*1/6 = 3.5 which is not equal to one of the X values.
In general the Expected value of X should always lie within the maximum and minimum values of X.
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