Using Linprog to perform a MaxMin optimization.

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Whitchurch Muthumani
Whitchurch Muthumani el 22 de Feb. de 2022
Comentada: Whitchurch Muthumani el 25 de Feb. de 2022
Hi,
I am trying to solve a MaxMin , 2 player zero-sum game kind of problem using linprog function:
Our Professor, wanted us to use that to come up with the MaxMin solution:
I know how to solve LP using linprog, over single objective functions like this:
Non-matlab compatible form:
max: 2x+5y
s.t : x+y <= 1000
x+5y <= 2000
x>= 0; y >=0;
Change it to a form that linprog likes:
min: -2x-5y
s.t : x+y <= 1000
x+5y <= 2000
x>= 0; y >=0;
f = [-2,-5]
A = [1 1; 1 5]
b = [1000 2000]
xright = linprog(f,A,b)
However, for a MaxMin problem, the objective looks like this:
v = min(-3z1+2z2, z1-z2)
min -v
subject to:
some constraints.
How do I represent V in matlab. There are 2 things under consideration separated by a comma min(-3z1+2z2, z1-z2).
For a normal LP problem, I can do it, without any issues , as there is only onle objective being dealt with.
Thanks
  2 comentarios
Sulaymon Eshkabilov
Sulaymon Eshkabilov el 22 de Feb. de 2022
Have you seen this extensive help documentation of MATLAB with a few nice examples: https://www.mathworks.com/help/optim/ug/linprog.html
Whitchurch Muthumani
Whitchurch Muthumani el 25 de Feb. de 2022
Yes I did.
I did eventually use linprog, but with the
Problem object. In this object I specified my constraints.
I had to set the optimization objection to V, instead of min(-3z1+2z2, z1-z2), and do linprog on it, with additional constraints over V. As mentioned in the answer which I accepted.

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Respuesta aceptada

Torsten
Torsten el 22 de Feb. de 2022
min: -v
v <= -3*z1 + 2*z2
v <= z1 - z2
+ additional constraints
  1 comentario
Whitchurch Muthumani
Whitchurch Muthumani el 25 de Feb. de 2022
Thank you.
This is the very same approach I came up with.
As you stated, I set the objective to -v and
used the constraints with it.
Additionaly, I learnt about the cvx solver, and used that one.
It gave me the benefit of not having to change the signs, as is the case with linprog.
Both approaches gave the same answer.
Thank you for your help.

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