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POLYNOMIAL AND MULTIPLE REGRESSION Polynomial regression used to fit nonlinear (e.g. curvilinear) data into the least squares linear regression model. It is a form of linear regression that allows
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Multiple linear regression is a statistical method used to model the relationship between two or more independent variables and a dependent variable. It is an extension of simple linear regression, where multiple predictors are taken into account to predict the value of the dependent variable.
Multiple linear regression is a statistical analysis technique and not something that needs to be 'filed'. It is commonly used in various fields such as finance, economics, social sciences, and engineering to analyze and predict the relationship between multiple variables.
To perform multiple linear regression analysis, you need a dataset with measurements for the dependent variable and multiple independent variables. Using statistical software or programming languages like R or Python, you can analyze the data by fitting a regression model and interpreting the coefficients and statistical measures of significance.
The purpose of multiple linear regression is to understand and quantify the relationship between multiple independent variables and a dependent variable. It helps in predicting the value of the dependent variable based on the values of the independent variables and provides insights into the strength of the relationships and the significance of the predictors.
In multiple linear regression, you typically report the coefficients, standard errors, p-values, and R-squared value of the model. The coefficients represent the estimated effect of each independent variable on the dependent variable, the standard errors indicate the uncertainty in these estimates, the p-values determine the statistical significance, and the R-squared measures the proportion of variance explained by the model.
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