function [o]=WeakLearn_ranking_function(X,i,theta,qdef)
% Implementation of the ranking function for the weak learner.
%
%% Input
% * X ... d x N matrix, each column is one input.
% * i... the best feature
% * theta ... the best threshold
% * qdef ... the best default score
%
%% Ouput
% * o ... 1 x N vector of the outputs
%
%% Signature
% Author: Vikas Chandrakant Raykar
% E-Mail: vikas@cs.umd.edu
% Date: October 07, 2006
%

[d,N]=size(X);

o=zeros(1,N);

o(find(X(i,:)>theta))=1;

o(find(isnan(X(i,:))==1))=qdef;

return