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change metric in create_split #301

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goodloop
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@goodloop goodloop commented May 29, 2018

correct me if I'm wrong.

I think the create_split() method is used to find two mean points p,q. and we will split the nodes later with method to compare the distance difference between p,node[i] and q,node[i] for each node in current hyperplane.

and we will use dot(n, node[i]) for quick calculation.
because n=p-q, so
dot(n, node[i]) = dot(p, node[i]) - dot(q, node[i])

if we can keep p and q are normalized. dot(n, node[i]) may be better for representing the node i is near p or q in Angular metric.

@erikbern
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interesting – let me take a look later this week

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@erikbern any thoughts about this?

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erikbern commented Oct 8, 2018

Hey I completely forgot about this one. Just rebased it. Let me see if it works and if it impacts performance.

@goodloop
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goodloop commented Oct 8, 2018

sounds great! Pls remind me if any result you get.

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goodloop commented Jan 7, 2019

@erikbern any problem about this pr?

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erikbern commented Jan 7, 2019

sorry forgot about this one, will take a look

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"Good"

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3 participants