📄 kac.m
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%% x=kac(A,b,tolx,maxiter)%% Inputs:% A Constraint matrix.% b right hand side.% tolx Terminate when the relative diff between two iterations% is less than tolx.% maxiter Stop after maxiter iterations.%% Outputs:% x Solution.%function x=kac(A,b,tolx,maxiter)%% First, find the size of the matrix.%[m,n]=size(A);%% Make a copy of A' to speed up some accesses.%AP=A';%% Setup an initial solution of all zeros.%x=zeros(n,1);iter=0;%% Precompute the row norms squared.%n2=zeros(m,1);for i=1:m n2(i)=norm(AP(:,i),2)^2;end%% The main loop performs iterations of Kaczmarz algorithm until % maxiters is exceeded or successive iterates differ by less % than tolx. %while (iter <= maxiter)%% Update the iteration count.% iter=iter+1;%% Start the update cycle with the current solution.% newx=x;%% Perform a cycle of m updates.% for i=1:m newx=newx-((newx'*AP(:,i)-b(i))/(n2(i)))*AP(:,i); end%% Check for convergence to fixed solution.% if (norm(newx-x)/(1+norm(x)) < tolx) x=newx; return; end%% Update x for the next major iteration.% x=newx;enddisp('Max iterations exceeded.');return;
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