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DBSCAN is already included. There is a successor, hdbscan which has a famously good Python package, and is fairly popular.
DBSCAN is already here, and there are hierarchical clustering algorithms as well, so it's possible some code could be reused. There's a good explanation here of all the pieces of the algorithm.
I wish I were submitting a PR instead of just a feature request issue, but I still think a pure Julia implementation would be good to have.
Also, if anybody Googling for a Julia HDBSCAN implementation stumbles on this issue, you can just use PyCall.jl to call the hdbscan Python package. It works fine, just remember to transpose your data matrix because the Python convention is the opposite of Julia.
yurivish, baggepinnen, bwang12, babaq, jamesjcai and 3 more