Roman C. answered 11/26/17
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Masters of Education Graduate with Mathematics Expertise
f(x,y) = xy/exp[(x2+y2)/2]
Find the gradient:
∂f/∂x = {y exp[(x2+y2)/2] - x2y exp[(x2+y2)/2]}/exp(x2+y2)
= y(1-x2)/exp[(x2+y2)/2]
∂f/∂y = x(1-y2)/exp[(x2+y2)/2]
So the gradient is 0 if x(1+y)(1-y)=0 and y(1+x)(1-x)=0
We get (0,0), (1,1), (1,-1), (-1,1), and (-1,-1).
We test these with a Hessian.
∂2f/∂x2 = {-2xy exp[(x2+y2)/2] - xy(1-x2)exp[(x2+y2)/2]}/exp(x2+y2)
= xy(x2-3)/exp[(x2+y2)/2]
∂2f/∂y2 = 2xy(y2-3)/exp[(x2+y2)/2]
∂2f/∂x∂y = {(1-y2)exp[(x2+y2)/2] - x2(1-y2)exp[(x2+y2)/2]}/exp(x2+y2)
= (1-x2)(1-y2)/exp[(x2+y2)/2]
det[Hf(x,y)] = [4x2y2(x2-3)(y2-3) - (1-x2)(1-y2)]/exp(x2+y2)
=
Plug the points in:
At (0,0), ∂2f/∂x2 = 0.
At (1,1) and (-1,-1), ∂2f/∂x2 = -2/e < 0.
At (-1,1) and (1,-1), ∂2f/∂x2 = 2/e > 0.
At (0,0), det[Hf(x,y)] = -1/e2 < 0
At (1,1), (-1,-1), (-1,1), and (1,-1), det[Hf(x,y)] = 36/e2 > 0
Saddle points: f = 0 at (0,0).
Maxima: f = 1/e at (1,1) and (-1,-1)
Minima: f = -1/e at (-1,1) and (1,-1)