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公开(公告)号：US20190303387A1
公开(公告)日：2019-10-03
申请号：US16370952
申请日：2019-03-30
Applicant: Avast Software s.r.o.
Inventor： Martin Smarda , Pavel Srámek
Abstract: Systems and methods capable of initializing centroids in large datasets before commencement of clustering operations. The systems and methods can utilize a random sampling window to increase the speed of centroid initialization. The systems and methods can be modified to leverage parallelism and be configured for execution on multi-node compute clusters. Optionally, the initialization systems and methods can include post-initialization centroid discarding and/or re-assignment operations that adaptively control cluster sizes.
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