Patents by Inventor Martin ?marda

Martin ?marda has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Efficiently initializing distributed clustering on large data sets
    Patent number: 11461360
    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.
    Type: Grant
    Filed: March 30, 2019
    Date of Patent: October 4, 2022
    Assignee: Avast Software s.r.o.
    Inventors: Martin Ŝmarda, Pavel Ŝrámek