CA Foundation Exam  >  CA Foundation Questions  >  If the relation between X and u is 3 X +4u +7... Start Learning for Free
If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y?
Verified Answer
If the relation between X and u is 3 X +4u +7 = 0 and the correlation ...
Solution :

This question is part of UPSC exam. View all CA Foundation courses
Most Upvoted Answer
If the relation between X and u is 3 X +4u +7 = 0 and the correlation ...
Given:

Relation between X and u: 3X + 4u + 7 = 0

Correlation coefficient between X and Y: -0.6


To Find:

Correlation coefficient between u and Y


Steps to Solve:


1. Solve the equation 3X + 4u + 7 = 0 for u

u = (-3/4)X - (7/4)


2. Use the formula for the correlation coefficient between two variables:

r(X,Y) = Cov(X,Y) / (SD(X) * SD(Y))

where Cov(X,Y) is the covariance between X and Y, and SD(X) and SD(Y) are the standard deviations of X and Y, respectively.


3. Substitute u for X in the formula:

r(u,Y) = Cov(u,Y) / (SD(u) * SD(Y))


4. Find the covariance between u and Y:

Cov(u,Y) = Cov((-3/4)X - (7/4), Y)

Cov(u,Y) = (-3/4)Cov(X,Y)

since Cov(aX+b,cY+d) = a*c*Cov(X,Y)


5. Substitute the given correlation coefficient between X and Y:

-0.6 = Cov(X,Y) / (SD(X) * SD(Y))

Cov(X,Y) = -0.6 * SD(X) * SD(Y)


6. Substitute the value of Cov(X,Y) in the expression for Cov(u,Y):

Cov(u,Y) = (-3/4)*(-0.6)*SD(X)*SD(Y)

Cov(u,Y) = 0.45*SD(X)*SD(Y)


7. Substitute the formulas for SD(X) and SD(Y):

SD(X) = sqrt(Var(X))

Var(X) = E[(X-E(X))^2]

SD(Y) = sqrt(Var(Y))

Var(Y) = E[(Y-E(Y))^2]


8. Since E(X) = E(Y) = 0 (given),

Var(X) = E[X^2] and Var(Y) = E[Y^2]


9. Use the relation between X and u to find the variance of u:

Var(u) = Var((-3/4)X - (7/4))

Var(u) = (9/16)Var(X)


10. Substitute the formulas for Var(X) and Var(Y):

Var(X) = E[X^2] = E[(u+(7/4))/(-3/4)]^2 = (16/9)E[u^2]

Var(Y) = E[Y^2]


11. Substitute the formulas for Cov(u,Y), SD(u), and SD(Y) in the expression for r(u,Y):

r(u,Y) = [0.45*SD(X)*SD(Y)] / [SD(u)*SD(Y)]

r(u,Y) = [0.45*sqrt(Var(X))*sqrt(Var
Community Answer
If the relation between X and u is 3 X +4u +7 = 0 and the correlation ...
Given Information:


  • The relation between X and u is 3 X 4u 7 = 0

  • The correlation Coefficient between X and Y is -0.6



Relation between X and u:

The given relation is: 3X + 4u + 7 = 0

This can be rearranged as: u = (-3X - 7)/4


Correlation Coefficient between X and Y:

The given correlation coefficient is -0.6

This indicates a negative correlation between X and Y, which means that as X increases, Y tends to decrease and vice versa.


Correlation Coefficient between U and Y:

To find the correlation coefficient between U and Y, we need to first express Y in terms of U.


We know that:

u = (-3X - 7)/4

Therefore:

X = (-4u - 7)/3


Now, we can substitute this value of X into the original correlation coefficient formula:

r = (nΣXY - ΣXΣY) / sqrt((nΣX^2 - (ΣX)^2)(nΣY^2 - (ΣY)^2))


Substituting X = (-4u - 7)/3, we get:

r = (nΣ((-4u-7)/3)Y - Σ((-4u-7)/3)ΣY) / sqrt((nΣ((-4u-7)/3)^2 - (Σ((-4u-7)/3))^2)(nΣY^2 - (ΣY)^2))


After simplification:

r = (-4/3) * (nΣuY - ΣuΣY) / sqrt((nΣu^2 - (Σu)^2)(nΣY^2 - (ΣY)^2))


Since u and Y are both random variables, we can use the same sample mean and sample variance for both.

Let x̄ be the sample mean of X, ȳ be the sample mean of Y, s_x be the sample standard deviation of X, and s_y be the sample standard deviation of Y.

Then, we can define:

ū = (-3x̄ - 7)/4

s_u = (3/4) * s_x


Similarly:

X̄ = (-4ū - 7)/3

s_X = (4/3) * s_u


Now, we can rewrite the correlation coefficient formula as:

r = (-4/3) * (Σ(u - ū)(Y - ȳ) / n) / (s_u * s_y)


Therefore, the correlation coefficient between U and Y is:

r = (-4/3) * (-0.6) * (s_u / s_y)


Since s_u = (3/4) * s_x and s_x/s_y = -0.6, we get:

s_u / s_y = (-0.6) * (s_x / s_y) * (4/3) = 0.8


Therefore, the correlation coefficient between U and Y is:

r = (-4/3) * (-0.6) * 0.8 = 0.64


Answer:

The correlation coefficient between U and Y is 0.64.
Explore Courses for CA Foundation exam
If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y?
Question Description
If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y? for CA Foundation 2024 is part of CA Foundation preparation. The Question and answers have been prepared according to the CA Foundation exam syllabus. Information about If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y? covers all topics & solutions for CA Foundation 2024 Exam. Find important definitions, questions, meanings, examples, exercises and tests below for If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y?.
Solutions for If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y? in English & in Hindi are available as part of our courses for CA Foundation. Download more important topics, notes, lectures and mock test series for CA Foundation Exam by signing up for free.
Here you can find the meaning of If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y? defined & explained in the simplest way possible. Besides giving the explanation of If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y?, a detailed solution for If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y? has been provided alongside types of If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y? theory, EduRev gives you an ample number of questions to practice If the relation between X and u is 3 X +4u +7 = 0 and the correlation Coefficient between X and Y is minus 0.6 then what is the correlation Coefficient between U and Y? tests, examples and also practice CA Foundation tests.
Explore Courses for CA Foundation exam

Top Courses for CA Foundation

Explore Courses
Signup for Free!
Signup to see your scores go up within 7 days! Learn & Practice with 1000+ FREE Notes, Videos & Tests.
10M+ students study on EduRev