Thanks in advance, any comments will be appreciate! [B,BINT,R,RINT,STATS] = regress(Y,X) Did the vector X 'must' contain an ones vector? And if it includes,what the dimension is it ?
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Yes, you should include a vector of ones. The vectors of ones represents the constant term in the linear regression. In other words, it's the \beta_0 term below. The dimension is simply Nx1 where N is the number of observations.
Y = \beta_0+\beta_1*X+\beta_2*X+....
The F-statistic assumes there is a constant term in the model.
load carsmall % fit a first order linear model of Weight as a function of Horsepower X = ones(length(Weight),2); X(:,2) = Horsepower; Y = Weight; [b,bint,r,rint,stats] = regress(Y,X); plot(Horsepower,Weight,'*'); xval = min(Horsepower):0.01:max(Horsepower); yhat = b(1)+b(2)*xval; hold on; plot(xval,yhat,'r')