Question
Mathematics Question on Mean and Variance of Random variables
Let a,b∈R. Let the mean and the variance of 6 observations −3,4,7,−6,a,b be 2 and 23, respectively. The mean deviation about the mean of these 6 observations is:
313
316
311
314
313
Solution
Set Up the Equations for Mean and Variance:
Let the six observations be x1=−3, x2=4, x3=7, x4=−6, x5=a, and x6=b. Given that the mean of these observations is 2,
we have: 6−3+4+7−6+a+b=2
Simplifying, we get: 2+a+b=12⟹a+b=10
Calculate the Variance:
The variance of the observations is given as 23. We know that:
Variance=6∑i=16xi2−(6∑i=16xi)2
Substitute the mean (2) and solve for the sum of squares:
6(−3)2+42+72+(−6)2+a2+b2−22=23
Calculating each term, we find:
69+16+49+36+a2+b2−4=23
Simplifying: 110+a2+b2=162⟹a2+b2=52
Solve for a and b:
We now have two equations: a+b=10anda2+b2=52
Using the identity (a+b)2=a2+b2+2ab:
102=52+2ab⟹100=52+2ab⟹ab=24
Solving these equations, we find a=4 and b=6 (or vice versa).
Calculate the Mean Deviation about the Mean:
The mean deviation about the mean (2) is given by:
6∣x1−2∣+∣x2−2∣+∣x3−2∣+∣x4−2∣+∣x5−2∣+∣x6−2∣
Substitute the values x1=−3, x2=4, x3=7, x4=−6, x5=4, and x6=6:
6∣−3−2∣+∣4−2∣+∣7−2∣+∣−6−2∣+∣4−2∣+∣6−2∣=65+2+5+8+2+4=626=313