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model_mc_init.m
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model_mc_init.m
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function model = model_mc_init(hp1, hp2)
% MODEL_MC_INIT create an empty multicues model for training
%
% MODEL = MODEL_MC_INIT(KERNEL_PARAMS_LAYER1, PARAMS_LAYER2) returns an
% empty model, to be used with multiple cues learning.
% This file is part of the DOGMA library for MATLAB.
% Copyright (C) 2009-2011, Francesco Orabona
%
% This program 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 program 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 this program. If not, see <http://www.gnu.org/licenses/>.
%
% Contact the authors: jluo [at] idiap.ch
% francesco [at] orabona.com
model.n_cue=numel(hp1);
% initial empty models
% 1st layer
for i=1:numel(hp1)
model.L1{i, 1} = model_init(@compute_kernel,hp1{i});
end
% 2nd layer
model.L2 = model_init(@compute_kernel,hp2);