Plz suggest good textbook for statistics in regression analysis

Hie. Can anyone please post a good text book or a reference guide for the Multi regression analysis which can explain all the statistics behind the basic R2 and RMSE and SEC..etc calculations.

I have read the help section in the statistical package. But I need to read more for my exam. :shakehead