kernal.m

模糊核聚类算法的几篇论文及matlab源码

function y = kernal(Xk,Vi)

% Xk : 第k个数据点
% Vi ：第i个类中心
% 计算核函数的值
% 计算高斯核 K(x, y)= exp(-belta * ||x - y||^2), belta > 0为自定义参数
% always belta is assigned to 0.002;
belta=0.002;
% 求||X - Y||;
% X=Xk；
% Y=Vi;

  distXY = Xk - Vi;
  distXY = distXY.*distXY;
  distXY = sum(distXY);

  % calculate (-belta * ||x - y||^2)
  distXY = distXY * (-1) * belta;

  %calculate exp(-belta * ||x - y||^2)
  y= exp(distXY);   
%   if y==1
%      y=0.99999;
%   end