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A Story to Explain Genetic Algorithms

51 点作者 jakeburtn超过 12 年前

11 条评论

jacques_chester超过 12 年前
If you're interested in the world of "computational intelligence" aka "nature-inspired computation", this book is a good high level survey: <a href="http://www.cleveralgorithms.com/" rel="nofollow">http://www.cleveralgorithms.com/</a><p>(You can also find stuff under the heading of "metaheuristics" -- <a href="http://cs.gmu.edu/~sean/book/metaheuristics/" rel="nofollow">http://cs.gmu.edu/~sean/book/metaheuristics/</a>).<p>GAs are one of four (!) different independently developed strands of thought -- Genetic Algorithms, Genetic Programming, Evolutionary Programming and Evolutionary Strategies. Look out for that when you hit the Googletrons.
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stcredzero超过 12 年前
<i>&#62; Then our Charles simply had to figure out how Mrs Kipling scored the cakes and he could genetically evolve the best cake!</i><p>"And then a miracle happens." Isn't the fitness function the "key ingredient?" (It's in the source code, but not in the text for a reason.)<p>Still a good explanation of the rest.
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helloiamdave超过 12 年前
Once upon there was another local search algorithm. It was called GA. The end.
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jmduke超过 12 年前
Unrelated: this simvla network thing looks like a pale imitation of Svbtle.
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ipince超过 12 年前
I would suggest making the fitness function more complex. I think its a bit confusing to see the optimal result be equal to the fitness function's parameters, and it makes it easier to miss the point.
perone超过 12 年前
I've written something [1] related to this if someone is interested.<p>[1] <a href="http://pyevolve.sourceforge.net/wordpress/?p=576" rel="nofollow">http://pyevolve.sourceforge.net/wordpress/?p=576</a>
jmcdowell超过 12 年前
I don't have much of a knowledge of genetic algorithms so it might be good to explicitly say what part of GA algorithms set them apart from other branches of algorithms.<p>Nice story otherwise.
gweinberg超过 12 年前
It's not at all clear from the story why or if having multiple recipes "mate" works better than just using one recipe and fiddling with it.
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datz超过 12 年前
This is stupid. The whole is not simply a sum of its parts in cake baking and biology.
zapdrive超过 12 年前
"After thinking long and hard about the problem at hand our Charles came to the conclusion that he knew two things"<p>Lol... long and hard.
youngerdryas超过 12 年前
Neat little story, despite the grammar and capitalization. Is it common to use _ as an index variable?<p>Edit: for _ in range(4):
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