Abstract: The purpose of data mining effort is generally to create a descriptive model or a predictive model. In this paper the concepts of regression was summarized to accomplish the task of prediction and various methodologies of regression and its significance was illustrated. The methodologies include such as multiple regressions, covariance matrix regression method and other methods can be defined here. We provide all the concepts of regression as a framework to achieve prediction in different paths. This paper can also define other best and consistent approaches or methods for prediction in which that can be concluded by other research scholars and scientists.

Keywords: Data Mining, Regression, Prediction, Regression framework, Coefficients.