Complete mathematical and statistical analysis of linear regression model.
The Analysis involved the following:
- Estimation of Linear Regression Model by estimating significance of coefficients in the best-fit line equation.
- Checking for Model Confidence
- Calculation of Confidence Intervals
- Calculation of Prediction Intervals
- Plotting the above two points on a well defined scatter plot
- Hypothesis Testing and p-values
- Anova Testing
- Estimation and evaluation of R-squared error