% MAKE PREDICTIONS USING LOGISTIC REGRESSION COEFFICIENTS.  Returns the
% probability that y=1 for each of the test cases whose inputs are in X,
% using the intercept and coefficient parameters in beta.

function pred = lrpred (X, beta)

  lin = beta(1) + X * beta(2:end)';
  pred = 1./(1+exp(-lin));