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Optimization problem - integer constrained optimization?

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Dear All,
I need a suggestion regarding choosing optimization tool, also MATLAB or Mathematica?
I have a problem with (1) Discrete constraints (2) Many local maxima (3) Integer problem (4) One or many fitness function
I have to find the global maxima. Any suggestion please.
Thanks Annika

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