Let the correlation coefficient between X and Y be 0.6. Random variables Z and W are defined as Z = X + 5 and . What is the correlation coefficient between Z and W?

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NDA (Held On: 21 Apr 2019) Maths Previous Year paper
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  1. 0.1
  2. 0.2
  3. 0.36
  4. 0.6

Answer (Detailed Solution Below)

Option 4 : 0.6
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Detailed Solution

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Concept

Let Z = aX + bY.

Expectation of Z = E(Z) = aE(X) + bE(Y)

Variance of Z = Var(Z) = a2Var(X) + b2Var(Y) + 2abρXYσXσY

ρXY = Correlation coefficient of X and Y.

Covariance of X and Y = Cov(X, Y) = E(XY) - E(X)E(Y)

If Z = X + a where a is some constant, then Var(Z) = Var(X)

Covariance of X and Y = Cov(X, Y) = E(XY) - E(X)E(Y)

Calculation

Z = X + 5

⇒ Var(Z) = Var(X)

⇒ σZ = σX

Cov(Z, W)

= E(ZW) – E(Z)E(W)

Correlation coefficient of Z and W is

= ρXY

So ρZW = ρXY = 0.6

Correct option is (4).

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