Linear regression

Linear regression plays a fundamental role in statistical modeling. This article provides a step-by-step coverage of linear models in the order of model specification, model estimation, statistical inference, variable selection, model diagnosis, and prediction. Computation issues in linear regression and intimately relevant extensions of linear models are also discussed. (C) 2012 Wiley Periodicals, Inc.