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mikefenton avatar mikefenton commented on July 25, 2024

Sounds good. Presumably the use of "proper" steady state replacement means the number of generations should be far higher than otherwise? As far as I can see (from our current implementation, that is), the only way to "correctly" implement steady state is to set 'params['GENERATION_SIZE']' to 2, which would mean selection creates a parent pop of size 2, x-over creates a pop of size 2, mutation mutates both inds, and then replacement would insert them back into the original population. This would constitute an entire "step" of the step function, but would only generate 2 inds. Does this sound correct?

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jmmcd avatar jmmcd commented on July 25, 2024

I think that would be right... would like to check that carefully.

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dvpfagan avatar dvpfagan commented on July 25, 2024

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mikefenton avatar mikefenton commented on July 25, 2024

I vote to change the current steady state implementation (i.e. add in to pop, sort, and remove worst) so that it replaces the original selected parents with the new inds regardless of fitness. Presumably this is the correct way to implement it? Then all we need to do is document it correctly in the Readme...

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jmmcd avatar jmmcd commented on July 25, 2024

https://pdfs.semanticscholar.org/31d6/2b9bb357e8ab5cb757f6f834f9652b710754.pdf

https://books.google.co.uk/books?hl=en&lr=&id=3TqeBQAAQBAJ&oi=fnd&pg=PA94&dq=steady-state+genetic+algorithm&ots=Y49b2p85oy&sig=HW3iFCAkEFfM5PT6sZsLnJZLvEA#v=onepage&q=steady-state%20genetic%20algorithm&f=false

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dvpfagan avatar dvpfagan commented on July 25, 2024

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