This is a collection of several Bucket-PR-Kd-trees. They are highly optimized to work with high dimensions, difficult data and little to no external dependencies. Moreover, they are designed to be easy to use.
Feel free to explore, use and learn.
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jkflying/bucket-pr-kdtree
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Fast dynamic KD-Tree implementations in C++ and Java