Linear regression methods according to objective functions

The aim of the study is to explain the parameter estimation methods and the regression analysis. The simple linear regression methods grouped according to the objective function are introduced. The numerical solution is achieved for the simple linear regression methods according to objective function of Least Squares and the Least Absolute Value adjustment methods. The success of the applied methods is analyzed using their objective function values.