function [a,b,e,ret]=examineExample(i, a, b, C, e, X, Y, tolerance, N, eps, dim) ret = 0; if (a(i,1) > 0) && (a(i,1) < C) E = e(i,1); else E = cal_learned_func(i, a, b, N, Y, X, dim) - Y(i,1); end r1 = Y(i,1) * E; if (r1 < -1*tolerance && a(i,1) < C) || (r1 > tolerance && a(i,1) > 0) %case1 argmax E-E2% maxEDiff=0; j=i; for k=1:N if a(k,1) > 0 && a(k,1) < C temp= abs(E - e(k,1)); if temp > maxEDiff j=k; end end end if i~=j [a,b,e,ret]=takeStep(i, j, a, C, e, Y, X, eps, b, N, dim); end if(ret ~=1) %iterate through the non-bound example% % for k=round(randWrapper(1,1)*(N-2))+1:N randVal = 1.0; for k=(randVal*(N-1)):N if (a(k,1) > 0 && a(k,1) < C && ret == 0) % if (i == k) % ret = 0; % else [a,b,e,ret]=takeStep(i, k, a, C, e, Y, X, eps, b, N, dim); % end end end end if(ret ~= 1) %iter for entire training set% for k=1:N if(ret == 0) % if (i == k) % ret = 0; % else [a,b,e,ret]=takeStep(i, k, a, C, e, Y, X, eps, b, N, dim); % end end end end else end