# ITE / code / H_I_D / utilities / estimate_Dtemp2.m

  1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 function [Dtemp2] = estimate_Dtemp2(X,Y,co) %Estimates Dtemp2 = \int p^a(x)q^b(x)dx; the Hellinger distance and the Bhattacharyya distance are simple functions of this quantity. % %INPUT: % X: X(:,t) is the t^th sample from the first distribution. % Y: Y(:,t) is the t^th sample from the second distribution. % co: cost object (structure). % %Copyright (C) 2012 Zoltan Szabo ("http://nipg.inf.elte.hu/szzoli", "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 . %initialization: [d,num_of_samplesY] = size(Y); [d,num_of_samplesX] = size(X); a = co.a; b = co.b; k = co.k; squared_distancesXX = kNN_squared_distances(X,X,co,1); squared_distancesYX = kNN_squared_distances(Y,X,co,0); dist_k_XX = sqrt(squared_distancesXX(end,:)); dist_k_YX = sqrt(squared_distancesYX(end,:)); c = volume_of_the_unit_ball(d); B = c^(-(a+b)) * gamma(k)^2 / (gamma(k-a)*gamma(k-b)); Dtemp2 = (num_of_samplesX-1)^(-a) * num_of_samplesY^(-b) * B * mean(dist_k_XX.^(-d*a).*dist_k_YX.^(-d*b)); 
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