Parallel ensemble of support vector machines
US10586171B2 · kind B2 · utility
Assignee
Inventor
Key dates
| Filing date | May 31, 2016 |
| Grant date | Mar 10, 2020 |
| Priority date | — |
| Expiry date | Aug 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.