Add new argument for limiting the maximum epsilon #529
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This PR aims to introduce to HDBSCAN an argument for a max threshold to the epsilon used when picking the best clusters. With this PR we allow for this new argument,
cluster_selection_epsilon_max
, to be used in the EOM search method.This is very useful for cases where you know from the get go that your samples should not be very far from each other, because you have some domain knowledge.
For this implementation, we use
cluster_selection_epsilon_max
in a very similar way tomax_cluster_size
. This way the clusters with an epsilon bigger thancluster_selection_epsilon_max
can still appear if there are no valid clusters bellow that epsilon. This is, in fact, the exact same behavior asmax_cluster_size
.