Question Details

Let X = {1, 2, 3, … , 19}. If new data Y = {yi} where yi = axi + b, xi ∈ X. Such that mean and variance of y is 30 and 120 respectively, then the sum of value(s) of b is

Options

A

50

B

60

C

40

D

30

Show Answer

Correct Answer :

Option B

60

60

Solution :

The correct option is 60.

Let us analyze the given data step-by-step.

We are given the set of data points:
X={1,2,3,,19}
The number of elements in the set is N=19.

First, let us calculate the mean of set X (denoted by x¯):
x¯=1+2+3++1919
Using the formula for the sum of the first n natural numbers, i=n(n+1)2:
x¯=19×202×19=10

Next, let us calculate the variance of set X (denoted by σx2). For the first n natural numbers, the variance is given by the formula:
σx2=n2112
Substituting n=19:
σx2=192112=361112=36012=30

We are given a new dataset Y={yi} where the elements are related to X by the linear transformation:
yi=axi+b

By the properties of linear transformations on statistical measures, the mean of the new dataset is:
y¯=ax¯+b
We are given that the mean of y is 30. Substituting the value of x¯=10:
30=10a+b --- (Equation 1)

Similarly, the variance of the new dataset under a linear transformation is affected only by the scale factor a:
σy2=a2σx2
We are given that the variance of y is 120. Substituting σx2=30:
120=a2(30)
Solving for a2:
a2=4a=2 or a=2

Now, let us find the corresponding values of b for each case of a using Equation 1:

Case 1: When a=2
10(2)+b=3020+b=30b=10

Case 2: When a=2
10(2)+b=3020+b=30b=50

Therefore, the possible values of b are 10 and 50.

The sum of the value(s) of b is:
10+50=60

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