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Question
The following distribution was obtained change of origin and scale of variable X.
di | – 4 | – 3 | – 2 | – 1 | 0 | 1 | 2 | 3 | 4 |
fi | 4 | 8 | 14 | 18 | 20 | 14 | 10 | 6 | 6 |
If it is given that mean and variance are 59.5 and 413 respectively, determine actual class intervals.
Solution
Here, Mean = `bar"x"` = 59.5 and
Var(X) = `sigma^2` = 413
d = `("x-a")/"h"`, where a is assumed mean and h is class width
We prepare the following table for calculation of the mean and variance of di
di | fi | fidi | fidi2 |
– 4 | 4 | – 16 | 64 |
– 3 | 8 | – 24 | 72 |
– 2 | 14 | – 28 | 56 |
– 1 | 18 | – 18 | 18 |
0 | 20 | 0 | 0 |
1 | 14 | 14 | 14 |
2 | 10 | 20 | 40 |
3 | 6 | 18 | 54 |
4 | 6 | 24 | 96 |
Total | N = 100 | ∑fidi = – 10 | ∑fidi2 = 414 |
`bar"d" = 1/"N"sum"f"_"i""d"_"i"`
= `(1)/(100) xx (- 10)` = – 0.1
Here, `bar"d"=(bar"x"-"a")/"h"`
∴ – 0.1 = `(59.5-"a")/"h"`
∴ – 0.1 h = 59.5 – a
∴ – 0.1 h + a = 59.5 ...............(i)
Var(D) = `sigma_"d"^2 = (1)/"N" sum"f"_"i""d"_"i"^2 - (bar"d")^2`
= `(1)/(100)(414) - (-0.1)^2`
= 4.14 – 0.01
= 4.13
Now, Var(X) = h2 . Var(D)
∴ 413 = h2 (4.13)
∴ h2 = `(413)/(4.13)`
∴ h2 = 100
∴ h = 10
Substitting h = 10 in equation (i), we get
– 0.1 × 10 + a = 59.5
∴ –1 + a = 59.5
∴ 59.5 = a – 1
∴ a = 59.5 + 1
∴ a = 60.5
We prepare the following table to determine actual class-intervals for corresponding values of di
di | Mid value xi = di × h + a |
Class-interval |
– 4 | 20.5 | 15.5 – 25.5 |
– 3 | 30.5 | 25.5 – 35.5 |
– 2 | 40.5 | 35.5 – 45.5 |
– 1 | 50.5 | 45.5 – 55.5 |
0 | 60.5 | 55.5 – 65.5 |
1 | 70.5 | 65.5 – 75.5 |
2 | 80.5 | 75.5 – 85.5 |
3 | 90.5 | 85.5 – 95.5 |
4 | 100.5 | 95.5 – 105.5 |
∴ The actual class intervals are 15.5 – 25.5, 25.5 – 35.5, …., 95.5 – 105.5
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