First three raw moments of a distribution about 2 are 3, 12 and 17 respectively. Find mean and
standard deviation of the distribution.
Answers
Answer:
denote the n-moment about the value 2 by M2 = E[(x - 2)"]
E[(X-2)]=1... (1) E[(X-2)] = 16... (2)
M3 = E(X-2)³] = -40 ... (3)
From (1), E[X]-E[2] =1=E[X]-2=1= Mean = H₁ = E[X] = 3
From (2), E[(x - 2)²] =E[(X-3 + 1)²] = E[(X-3)² + 2(x-3) + 1]
= E(X-3)²]+2E(X-3)+E(1) = 16
|Variance = μ₂ = E[(X-3)²] = 16-2E[X-3]-E[1] = 16-2(E[X]-3) -1
= 16-2(3-3) -1 = 15
From (3), E[(x - 2)³] = E((x − 3) + 1)²]
= E[(X-3)³] +3E[(X-3)2] +3E[X - 3] + E[1] = E[(x-3)³] + 3(15) + 3(0) + 1
<=-40
Skewness = μ3=E[(x-2)³]=-40-3(15)-3(0)-1 = -86
n-moment about the value 0 is M,,o= E[(X-0)"]=E[X"]
M₁.0=E[X]=H₂ = 3
M2.0=E[X²] = E[(X−2+2)²] = E[(x - 2)²] + 4E[X-2] + E[4] = 16+4(1) + 4 = 24
M3.0=E[X³] = E[(X−2+2)³] =E[(X-2)³] +6E[(X-2)²]+12E[X-2] + E[8] =-40+ 6(16) +12(1) +8=7
SOLUTION
GIVEN
First three raw moments of a distribution about 2 are 3, 12 and 17 respectively.
TO DETERMINE
The mean and standard deviation of the distribution.
EVALUATION
We know that the r th raw moments of a distribution about a is
Now by the given condition a = 2
Now
Now
Variance
Now
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