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- clear
- clc
- warning off;
-
- path = 'D:\myWork\work2015\';
- dataName = 'bbcsport2view'; %%%caltech101_10base; flower17; flower102; psortPos; CCV;
- %% psortPos, psortNeg; plant
- addpath(genpath(path));
- load([path,'datasets\',dataName,'_Kmatrix'],'KH','Y');
- % load([path,'datasets\',dataName,'_Kmatrix'],'Ktrntrn','Ytrn');
- % KH = Ktrntrn;
- % Y = Ytrn;
- % clear Ktrntrn Ytrn
- %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
- numclass = length(unique(Y));
- numker = size(KH,3);
- num = size(KH,1);
- %%%%%%%%%%%%%%%%%%%%%%%%%%%%
- KH = kcenter(KH);
- KH = knorm(KH);
- %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
- epsionset = [0.5:0.1:0.5];
- for ie =1:length(epsionset)
- for iter = 16:30
- load([path,'work2016\generateAbsentMatrix\',dataName,'_missingRatio_',num2str(epsionset(ie)),...
- '_missingIndex_iter_',num2str(iter),'.mat'],'S');
- qnorm = 2;
- %%%%%%%%%%%--Zero-Filling--%%%%%%%%%%%%%%%%%%%%%%%%%%
- KH1 = algorithm2(KH,S);
- [H_normalized1,gamma1,obj1] = mkkmeans_train(KH1,numclass,qnorm);
- res(:,1) = myNMIACC(H_normalized1,Y,numclass);
-
- %%%%%%%%%%%--mean-Filling--%%%%%%%%%%%%%%%%%%%%%%%%%%
- KH2 = algorithm3(KH,S);
- [H_normalized2,gamma2,obj2] = mkkmeans_train(KH2,numclass,qnorm);
- res(:,2) = myNMIACC(H_normalized2,Y,numclass);
-
- %%%%%%%%%%%--knn-Filling--%%%%%%%%%%%%%%%%%%%%%%%%%%
- KH3 = algorithm0(KH,S,7);
- [H_normalized3,gamma3,obj3] = mkkmeans_train(KH3,numclass,qnorm);
- res(:,3) = myNMIACC(H_normalized3,Y,numclass);
- % % %%%%%%%%%%%---EM-filling---%%%%%%%%%%%%%%%%%%%%%%%
- % KH4 = algorithm6(KH,S);
- % [H_normalized4,gamma4,obj4] = mkkmeans_train(KH4,numclass,qnorm);
- % res(:,4) = myNMIACC(H_normalized4,Y,numclass);
-
- %%%%%%%%%--Laplacian-filling----%%%%%%%%%%%%%%%%%%%%%%
- alpha04 = 1e-3;
- KH4 = algorithm4(KH,S,numclass,alpha04);
- [H_normalized4,gamma4,obj4] = mkkmeans_train(KH4,numclass,qnorm);
- res(:,4) = myNMIACC(H_normalized4,Y,numclass);
-
- %%%%%%%%---Average---%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
- [H_normalized5,gamma5,obj5,KH5] = myabsentmultikernelclustering(KH,S,numclass,qnorm);
- res(:,5) = myNMIACC(H_normalized5,Y,numclass);
- %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
-
- save([path,'work2016\myAbsentMKCres1\',dataName,'_missingRatio_',num2str(epsionset(ie)),'_norm_',num2str(qnorm),...
- '_clustering_iter_',num2str(iter),'.mat'],'res','gamma1','gamma2','gamma3','gamma4','gamma5','obj5',...
- 'KH1','KH2','KH3','KH4','KH5','Y');
- end
- end
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