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PaulWAyers avatar PaulWAyers commented on August 23, 2024 1

Actually, this last reference isn't that interesting perhaps. The kd-tree is used to evaluate diversity (obviously works) but Monte Carlo selection is used to select the diverse subset. That's not dissimilar to using a genetic algorithm or something else.....I think @alnaba1 's algorithm is perhaps less optimal, but it's deterministic and should be faster.....

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RichRick1 avatar RichRick1 commented on August 23, 2024

Here is an example of selecting furthest points using KDtre section 4.5
neighbor.pdf

image

image

Hope this helps!

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PaulWAyers avatar PaulWAyers commented on August 23, 2024

https://docs.scipy.org/doc/scipy/reference/generated/scipy.spatial.KDTree.html

But I think this wraps C++ code so it is hard to modify.

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PaulWAyers avatar PaulWAyers commented on August 23, 2024

Did we look at this one: J. Chem. Inf. Comput. Sci. 1999, 39, 1, 51–58

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FanwangM avatar FanwangM commented on August 23, 2024

Did we look at this one: J. Chem. Inf. Comput. Sci. 1999, 39, 1, 51–58

Yes, we did. This is the paper we first started.

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