Q. 7. In a partially destroyed laboratory
record of an analysis of correlation data, only the
following results are legible: (Dec.
2000)
Variance of x = 9
Regression equations:
8x - 10y + 66 = 0 of y on x
40x - 18y - 214 = 0 of x on y
Find out
(i) the mean values of x and y
(ii) the correlation coefficient between x and y
Solution.
(i) Mean values of x and y
8x - 10y = -66 ........(1)
40x - 18y = 214 ........(2)
Multiplying equation (1) by 5 and subtracting (2)
from (1), we get
40x
|
- 50y |
= |
-330 |
40x
|
- 18y |
= |
214 |
- |
+ |
|
- |
|
|
-32y |
= |
-544 |
or y = 17
Substituting the value of y in equation (1)
8x - 10 X 17 = -66
or x = 13
Therefore, mean values of x and y are 13 and 17 respectively.
(ii) Correlation coefficient between
x and y
From equation (1)
x = -66/8 + (10/8)y
Therefore, regression coefficient of x on y (bxy)
= 10/8 = 1.25
From equation (2)
y = -214/18 + (40/18)x
Therefore, regression coefficient of y on x (byx)
= 40/18 = 2.22
Since both the regression coefficients are exceeding
1, our assumption is wrong. Hence, the equation (1)
is the equation of y on x.
From equation (1)
-10y = -8x - 66
or y = (8/10)x + 6.6
Therefore, byx = 8/10 = 0.8
From equation (2)
bxy = 18/40 = 0.45
r2 = (bxy X byx)
r2 = (0.45 X 0.8)
or r = ± 0.6
Since both the regression coefficients are positive,
we take r = + 0.6
Therefore, correlation coefficient between x and y
is 0.6.
Q. 8. Fit a straight line to the data given
by the following table: (Dec. 2002)
Independent Variable
y |
Dependent
Variable
z |
1 |
1 |
3 |
8 |
4 |
17 |
6 |
34 |
7 |
52 |
9 |
78 |
Solution.
y |
z |
y2 |
y X z |
1 |
1 |
1 |
1 |
3 |
8 |
9 |
24
|
4 |
17 |
16
|
68
|
6 |
34 |
36
|
204
|
7 |
52 |
49
|
364
|
9 |
78 |
81
|
702
|
å
y = 30 |
å
z = 190 |
å
y2 = 192 |
å
yz = 1363 |
Equation of straight line:
y = a + bx
Here, n = 6
|
[n å
yz - (å y X
å z)]
|
b = |
|
|
[n å
y2 - (å
y)2]
|
|
[(6 X 1363) - (30 X 190)]
|
or b = |
|
|
[(6 X 192) - (30)2]
|
or b = 9.83
a = [(1/n) X (å z
- bå y)]
or a = (1/6) X [(190 - (9.83 X 30)] = -17.48
Therefore, y = -17.48 + 9.83x
|