Math Problem Statement
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Solution
To solve this problem, we need to handle two tasks:
- Find the mean values of X and Y from the given regression equations.
- Find the correlation coefficient based on the regression equations.
The given regression equations are:
Step 1: Solve the system of equations
We solve these equations simultaneously to find the values of and (the mean values of and ).
Equation 1:
Equation 2:
Substitute into the second equation:
Simplifying:
Now that we have , substitute this value into the first equation to find :
Thus, the mean values are:
Step 2: Find the Correlation Coefficient
The correlation coefficient is related to the regression coefficients. The general regression equations for two variables and are: where and are the standard deviations of and , respectively.
From the given regression equations, we can extract the regression coefficients:
- The regression equation of on is , so the regression coefficient .
- The regression equation of on is , so the regression coefficient .
The correlation coefficient is the geometric mean of the regression coefficients:
Final Answer:
- Mean of :
- Mean of :
- Correlation coefficient :
Would you like any further details or clarifications?
Related questions:
- What are the assumptions behind calculating the correlation coefficient?
- How can we interpret the value of the correlation coefficient in this context?
- How would the solution change if the regression equations were different?
- What is the geometric interpretation of the correlation coefficient?
- Can the correlation coefficient ever be greater than 1?
Tip: When solving regression-based problems, always check if the system of equations is consistent and leads to a meaningful solution.
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Math Problem Analysis
Mathematical Concepts
Regression Analysis
Algebra
Correlation Coefficient
Formulas
Regression Equation: X = bYX * Y + c
Regression Equation: Y = bXY * X + d
Correlation Coefficient: r = sqrt(bXY * bYX)
Theorems
Correlation Coefficient Theorem
Simultaneous Equations Solving
Suitable Grade Level
Undergraduate Level (Statistics/Regression)