Is this code good enough for illustrate gradient descent
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This is my code for 15 iterative steps
clf
X = -3:0.1:3;
[X,Y] = meshgrid(X);
Z = 4*X.^2-4*X.*Y+2*Y.^2;
surf(X,Y,Z,'FaceColor','c','FaceAlpha',0.3,'EdgeColor','none');
hold on
x(1) = 2; % initial value of x
y(1) = 3; % initial value of y
z(1) = 4*(x(1)).^2-4*(x(1)).*(y(1))+2*(y(1)).^2;
stepsize = 0.1;
for i = 1:15
zx = 8*x(i)-4*y(i);
zy =-4*x(i)+4*y(i);
x(i+1) = x(i) - stepsize*zx; %gradient descent
y(i+1) = y(i) - stepsize*zy;
z(i+1) = 4*(x(i+1)).^2-4*(x(i+1)).*(y(i+1))+2*(y(i+1)).^2;
end
plot3(x,y,z,'o','Markersize',3,'Color','red')
hold off
axis([min(x),max(x), min(y),max(y), min(z), max(z)]);
rotate3d on;
xlabel x; ylabel y; zlabel z;
I get this figure
I dont know if this illustration good enough
2 个评论
John D'Errico
2022-8-6
Is it good enough? Why not? Does it show the indicated behavior? It seems to do so. Did you write an explanation? (I don't see one, but I don't case as that is not a MATLAB question.) Is there any discussion of the behavior at the end? I don't see any, but in either case, such a discussion would be off-topic for Answers, as having nothing to do with MATLAB.
Surely the only one who can make an assessment of perfection is your teacher, who will grade your work? After all, suppose we said it was incredibly good, but your teacher disagrees? Who is right? (The one who will assign a grade.)
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