ITE / code / H_I_D / utilities / Hoeffding_term1.m

function [term1] = Hoeffding_term1(U)
%Estimates the first term (term1) in Hoeffding's Phi based on the copula transformation (U).
%   U: U(:,t) is the t^th sample.
%  For problems with high number of samples, this computation can be somewhat slow + memory consuming; acceleration possibility: compile 'Hoeffding_term1.cpp'.
%Copyright (C) 2012 Zoltan Szabo ("", "szzoli (at) cs (dot) elte (dot) hu")
%This file is part of the ITE (Information Theoretical Estimators) Matlab/Octave toolbox.
%ITE is free software: you can redistribute it and/or modify it under the terms of the GNU General Public License as published by
%the Free Software Foundation, either version 3 of the License, or (at your option) any later version.
%This software is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of
%MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU General Public License for more details.
%You should have received a copy of the GNU General Public License along with ITE. If not, see <>.

[d,num_of_samples] = size(U);

cumsumMi = 1 - bsxfun(@max,U(1,:).',U(1,:));
for i = 2 : d
    cumsumMi = cumsumMi .* (1 - bsxfun(@max,U(i,:).',U(i,:)));

term1 = sum(sum(cumsumMi)) / num_of_samples^2;
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