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The coefficient of correlation between the two variables X and Y is 0.6. Their covariance is 3.6 and variance of X is 4. The variance of Y is3.55.54.59

Question

The coefficient of correlation between the two variables X and Y is 0.6. Their covariance is 3.6 and variance of X is 4. The variance of Y is 3.55.54.59

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Solution

1. Break Down the Problem

We need to analyze the relationship between the two variables XX and YY using the given statistics: correlation coefficient, covariance, and variances of XX and YY. The goal is to understand how the correlation coefficient relates to covariance and the variances of the two variables.

2. Relevant Concepts

The correlation coefficient rr between two variables can be expressed using the formula: r=Cov(X,Y)Var(X)Var(Y) r = \frac{\text{Cov}(X, Y)}{\sqrt{\text{Var}(X) \cdot \text{Var}(Y)}} Where:

  • Cov(X,Y) \text{Cov}(X, Y) is the covariance between XX and YY.
  • Var(X) \text{Var}(X) is the variance of XX.
  • Var(Y) \text{Var}(Y) is the variance of YY.

3. Analysis and Detail

We are given:

  • r=0.6 r = 0.6
  • Cov(X,Y)=3.6 \text{Cov}(X, Y) = 3.6
  • Var(X)=4 \text{Var}(X) = 4
  • Var(Y)=3.55 \text{Var}(Y) = 3.55

We can rearrange the correlation formula to solve for Var(Y) \text{Var}(Y) : rVar(X)Var(Y)=Cov(X,Y) r \cdot \sqrt{\text{Var}(X) \cdot \text{Var}(Y)} = \text{Cov}(X, Y) Substituting in the known values: 0.64Var(Y)=3.6 0.6 \cdot \sqrt{4 \cdot \text{Var}(Y)} = 3.6

First, isolate Var(Y) \sqrt{\text{Var}(Y)} : 4Var(Y)=3.60.6=6 \sqrt{4 \cdot \text{Var}(Y)} = \frac{3.6}{0.6} = 6

Next, square both sides to eliminate the square root: 4Var(Y)=62=36 4 \cdot \text{Var}(Y) = 6^2 = 36

Now, solve for Var(Y) \text{Var}(Y) : Var(Y)=364=9 \text{Var}(Y) = \frac{36}{4} = 9

4. Verify and Summarize

We computed Var(Y) \text{Var}(Y) under the assumption that all provided values are correct. The calculated variance Var(Y) \text{Var}(Y) is 9 9 . The information provided suggests an inconsistency in the stated variance options for YY. The variance of YY based on our calculations appears to differ from possible given options (3.55, 4.59).

Final Answer

The variance of YY calculated from the given data is Var(Y)=9 \text{Var}(Y) = 9 .

This problem has been solved

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