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Evolutionary Algorithm - Max Cut

Week 1

  • Present initial ideas for selection of MaxCut instances to be considered.

Idea for chains of cliques: If we can solve the cliques optimally, then a one-point cross-over between the chain edges of the clique would yield us an optimal solution. Note: We can always create an optimal solution by the 'polarity' argument.

Challenge : How can we solve such a clique optimally, given two parents? Ideas: Brute Forcing? Weighted uniform crossovers?

  • Present initial ideas for GBO improvements: Idea: Changing the color of a single nodes only affects the adjacent nodes, so you can find local optima in which only a subset of possible solution needs to be considered.

Can we use these kind of 'quick wins' that are indepedent of the parents to better the algorithm?

Q's:

  • To what extent can we change the code?
  • Can we access the weights of edges?

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CS4205 Evolutionary Algorithms - MaxCut

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