Liner Regression Approach
  1. Fit a line to the data set using least squares approach.
  2. Calculate R^2
  3. Calculate p-value for the R^2

Calculating R^2

  1. Using the best-file line chosen using the least squares approach, we use test data to verify how good estimate the line provides.

Evaluation Metrics #

  • Mean Square Error
  • Mean Absolute Error
  • Root Mean Squared Error