Multivariate Regression Calculator
Multivariate regression is a statistical technique used to determine the relationship between a dependent variable and two or more independent variables. Calculating it by hand is crucial for understanding the underlying math and assumptions. Here’s a tool to help you.
How to Use This Calculator
- Select the independent variables (X1, X2, X3) from the dropdowns.
- Enter the dependent variable (Y) in the input field.
- Click the ‘Calculate’ button.
Formula & Methodology
The formula for multivariate regression is B = (X’X)^(-1)X’y, where B is the vector of coefficients, X is the matrix of independent variables, and y is the vector of dependent variables.
Real-World Examples
Data & Statistics
| X1 | X2 | X3 | Y |
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Expert Tips
- Always check the assumptions of linear regression before using this tool.
- Consider using software for complex calculations and larger datasets.
Interactive FAQ
What are the assumptions of linear regression?
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For more information, see the UK Office for National Statistics and the US Census Bureau.