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Ask HN: Books about Genetic Algorithms

andyjohnson0 · 14 points · 9 comments · 1 天前
HN 讨论

I'm a developer. I have a basic working knowledge of classic neural networks. I'd like to learn about genetic algorithms. What books should I be reading? I prefer dead-tree, but pdf suggestions too please.

评论

7 条顶层评论
rolph1 天前

https://faculty.cc.gatech.edu/~turk/bio_sim/articles/genetic... https://en.wikipedia.org/wiki/Holland%27s_schema_theorem https://en.wikipedia.org/wiki/John_Henry_Holland Adaptation in Natural and Artificial Systems (1975, MIT Press)

nbernard23 小时前

Be aware that genetic algorithms are a type of evolutionary algorithms: Do you actually want to learn about genetic algorithms specifically, or more generally about evolutionary algorithms ?

andyjohnson014 小时前

Thank you. Initially the former, and maybe later the latter.

jharohit9 小时前

i have been pouring on my 10% free time into evolutionary algorithms. thinking about the premise of what a transformer alternative with evolutionary algorithms look like. Would be keen on talking to anyone who has been researching in this area. X: @jharohit

andyjohnson01 天前

I've seen recommendations for Genetic Algorithms in Search, Optimization, and Machine Learning by David E Goldberg as a classic/foundation text. However its 35+ years old. Is it still worth reading?

dhruv300623 小时前

ISI Kolkata has a lot of research on it - you can go through the phd monologues maybe.

hdjhdbdhdh1 天前

I'd recommend going back to first principles for both and learning biology.

hdjhdbdhdh1 天前

And I get that this is yes not a book ... But a whole bunch of books... But there is a lot to learn from biology in this case

cyberclimb1 天前

https://link.springer.com/book/10.1007/978-3-662-44874-8 (2015)