GetExperimentSchemes.m

function ExperimentSchemes = GetExperimentSchemes(DataArr, Params)
% Function fill Schemes for each dataset in DataArr
% Input:
% DataArr - cell-array with the following format of structs in each cell:
%   * name - name of dataset (string)
%   * X - [object x feature] matrix (double)
%   * truth - cluster label vector (double)
% Params - structure of parameters
%
% Output:
% ExperimentSchemes
%   * .SourceFunc - Ensemble source function (cell-array of strings or
%   handles)
%   * .SourceFuncParams - Ensemble source functino params (cell-array of structs)
%   * .EnsembleSize - Number of partitions, generated by each ensemble source function (double array)
%   * .ExperimentsNum - Number of experements over a dataset (one experiment = generation of .EnsembleNum partitions with SourceFunc

numData = length(DataArr);

ExperimentSchemes = cell(numData,1);

if(isfield(Params, 'FillOption'))
    switch(Params.FillOption)
        case 'equal' % Option to fill ''similar'' parameters
            for d = 1:numData
                ExperimentSchemes{d}.SourceFunc = Params.SrcFuncs{1};
                ExperimentSchemes{d}.SourceFuncParams = Params.SrcFuncsParams{1};
                ExperimentSchemes{d}.EnsembleSize = Params.EnsembleSize{1};
                ExperimentSchemes{d}.ExperimentsNum = Params.ExperimentsNum(1);
                ExperimentSchemes{d}.AriLowerThreshold = Params.AriLowerThreshold(1);
                ExperimentSchemes{d}.AriUpperThreshold = Params.AriUpperThreshold(1);
            end
        case 'unique'
            for d = 1:numData
                ExperimentSchemes{d}.SourceFunc = Params.SrcFuncs{d};
                ExperimentSchemes{d}.SourceFuncParams = Params.SrcFuncsParams{d};
                ExperimentSchemes{d}.EnsembleSize = Params.EnsembleSize{d};
                ExperimentSchemes{d}.ExperimentsNum = Params.ExperimentsNum(d);
                ExperimentSchemes{d}.AriLowerThreshold = Params.AriLowerThreshold(d);
                ExperimentSchemes{d}.AriUpperThreshold = Params.AriUpperThreshold(d);
            end
        case 'spec' % Specific option
            % ToDo..
            
        case 'handmade' % Handmade option
            % Type here, if you wish....
    end
end