vcmi/AI/FuzzyLite/fuzzylite/src/m/compare.m

%{/*
 Author: Juan Rada-Vilela, Ph.D.
 Copyright (C) 2010-2014 FuzzyLite Limited
 All rights reserved

 This file is part of fuzzylite.

 fuzzylite is free software: you can redistribute it and/or modify it under
 the terms of the GNU Lesser General Public License as published by the Free
 Software Foundation, either version 3 of the License, or (at your option)
 any later version.

 fuzzylite 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 Lesser General Public License
 for more details.

 You should have received a copy of the GNU Lesser General Public License
 along with fuzzylite.  If not, see <http://www.gnu.org/licenses/>.
 
 fuzzylite (R) is a registered trademark of FuzzyLite Limited.
 */
}%

function [engine] = compare(fisFile, fldFile, delimiter, hasMetadata)
if (nargin < 3)
    delimiter = ' ';
end
if (nargin < 4)
    hasMetadata = true;
end

engine = readfis(fisFile);
flMatrix = dlmread(fldFile, delimiter, hasMetadata ~ = 0, 0);

if (length(engine.input) + length(engine.output) ~ = size(flMatrix, 2))
    error('fuzzylite:compare.m', 'Number of inputs and outputs in engine differ from FLD matrix');
end

if (isempty(engine.andMethod))
    engine.andMethod = 'min';
end
if (isempty(engine.orMethod))
    engine.orMethod = 'max';
end

engine.inputValues = flMatrix(1 : end, 1 : length(engine.input));
engine.outputValues = evalfis(engine.inputValues, engine);
engine.flOutputValues = flMatrix(1 : end, (length(engine.input) + 1) : (length(engine.input) + length(engine.output)));
engine.outputDiff = engine.outputValues - engine.flOutputValues;
engine.fld = [engine.inputValues engine.outputValues engine.flOutputValues engine.outputDiff];
engine.nanfreeDiff = engine.outputDiff;
engine.nanfreeDiff(find(isnan(engine.nanfreeDiff))) = 0;
engine.mse = nansum(engine.outputDiff.^2) / size(engine.outputDiff, 1);
engine.quantiles = prctile(engine.nanfreeDiff, 0 : 25 : 100);

end