% MIT 18.335 - Lecture 2 MATLAB Demo 2 % Demonstrate induced matrix norms % Per-Olof Persson, September 12, 2006 n=128; phi=2*pi*(0:n)'/n; % 2-norm x=cos(phi); y=sin(phi); plot(x,y),axis equal pause A=[1.5,.75; -.4,-1.1]; x1=A(1,1)*x+A(1,2)*y; y1=A(2,1)*x+A(2,2)*y; plot(x,y,x1,y1),axis equal pause [U,S,V]=svd(A); line([0,V(1,1)],[0,V(2,1)],'color','b'); pause line(S(1,1)*[0,U(1,1)],S(1,1)*[0,U(2,1)],'color',[0,.5,0]); pause S(1,1) norm(A,2) pause % 1-norm x=cos(phi); y=sin(phi); l=abs(x)+abs(y); x=x./l; y=y./l; plot(x,y),axis equal pause x1=A(1,1)*x+A(1,2)*y; y1=A(2,1)*x+A(2,2)*y; plot(x,y,x1,y1),axis equal pause [maxval,ix]=max(abs(x1)+abs(y1)); [x(ix),y(ix)] [x1(ix),y1(ix)] pause line([0,x(ix)],[0,y(ix)],'color','b'); pause line([0,x1(ix)],[0,y1(ix)],'color',[0,.5,0]); pause maxval norm(A,1) pause % inf-norm x=cos(phi); y=sin(phi); l=max(abs(x),abs(y)); x=x./l; y=y./l; plot(x,y),axis equal pause x1=A(1,1)*x+A(1,2)*y; y1=A(2,1)*x+A(2,2)*y; plot(x,y,x1,y1),axis equal pause [maxval,ix]=max(max(abs(x1),abs(y1))); [x(ix),y(ix)] [x1(ix),y1(ix)] pause line([0,x(ix)],[0,y(ix)],'color','b'); pause line([0,x1(ix)],[0,y1(ix)],'color',[0,.5,0]); pause maxval norm(A,inf) pause