Y : then×1 column vector of observations on the dependent variable Yi;
X: then × p^' matrix consisting of a column of ones, which is labeled 1, followed by the p column vectors of the observations on the independent variables;
β : thep^' × 1 vector of parameters to be estimated; and
ε: then × 1 vector of random errors. With these definitions, the linear model can be written as