代码验证ncut和谱聚类的系数

Posted 2020-10-22 她说， 她是仙， 她不是神

W = rand(30); W = W+W';
 
 I = cell(3,1);
 I{1} = 1:10; I{2} = 11:20; I{3} = 21:30;
 vol = -ones(3,1);
 for i = 1 : 3
     vol(i) = sum(sum(W(I{i},I{i})));
 end
 
 Ncut_value = 0;
 for i = 1 : 3
     for j = 1 : 3
         if j ~= i
             Ncut_value = Ncut_value + sum(sum(W(I{i},I{j})))/vol(i);
         end
     end
 end
 Ncut_value = Ncut_value/2;
 
 H = zeros(3, 30);
 for i = 1 : 3
     H(i,I{i}) = 1/sqrt(vol(i));
 end
 L = diag(sum(W,2))-W;
 trace_value = sum(diag(H*L*H'));
 disp([Ncut_value, trace_value])