Patent · US Active

Parallel ensemble of support vector machines

US10586171B2 · kind B2 · utility

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10References
20Claims
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Key dates

Filing dateMay 31, 2016
Grant dateMar 10, 2020
Priority date
Expiry dateAug 17, 2038

Classification

  • Technology area (CPC G)Physics
  • CPC primaryG06N20/20
  • WIPO fieldComputer technology
  • WIPO sectorElectrical engineering

Abstract

Systems, methods, and computer-readable media for building ensemble members of a Support Vector Machine (SVM) ensemble in parallel and executing processing in parallel on data allocated to each ensemble member are disclosed. The parallel construction and processing of data of each ensemble member allows a single large SVM calculation to be replaced with many smaller SVM calculations performed in parallel, and thus, may reduce the computational resources required to classify datasets.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.