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GetGeneratedExperSchemeParams.m
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GetGeneratedExperSchemeParams.m
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function ExperimentSchemesParams = GetGeneratedExperSchemeParams(Options)
% Function Build Parameter Structure for Experiments
% ExperimentSchemesParams
% * FillOption - option for parameters for each dataset (string)
% * SrsFunc - cell-array of cell-arrays of ensamble source functions (string or
% handle)
% * SrsFuncParams - cell-array of cell-arrays of parameters for source functions
% * EnsembleSize - number of produced partitions per each source function
% (cell-array of double-arrays)
% * ExperimentsNum - number of experiments performed on each dataset
% (double array)
if Options.IsEnsembleKEqual
kmin = Options.ClusterNum;
kmax = Options.ClusterNum;
else
kmin = 2;
kmax = inf;
end
if ~isfield(Options, 'LowerARI')
Options.LowerARI = 0.2;
end
if ~isfield(Options, 'UpperARI')
Options.UpperARI = 0.8;
end
ExperimentSchemesParams.FillOption = 'equal';
ExperimentSchemesParams.SrcFuncs = {...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
{@kmeansEnsamble;};...
};
ExperimentSchemesParams.SrcFuncsParams = {...
{struct('kmin', kmin, 'kmax', kmax);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
{struct('kmin', 2, 'kmax', inf);};...
};
ExperimentSchemesParams.EnsembleSize = {...
[40;];...
[40;];...
[40;];...
[40;];...
[40;];...
[40;];...
[40;];...
[40;];...
[40;];...
[40;];...
};
ExperimentSchemesParams.ExperimentsNum = [...
20;...
20;...
20;...
20;...
20;...
20;...
20;...
20;...
20;...
20;...
];
ExperimentSchemesParams.AriLowerThreshold = [...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
Options.LowerARI;...
];
ExperimentSchemesParams.AriUpperThreshold = [...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
Options.UpperARI;...
];