The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Mar. 24, 2026

Filed:

Sep. 30, 2021
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Dzung Tien Phan, Pleasantville, NY (US);

Lam Minh Nguyen, Ossining, NY (US);

Jayant R. Kalagnanam, Briarcliff Manor, NY (US);

Chandrasekhara K. Reddy, Kinnelon, NJ (US);

Srideepika Jayaraman, White Plains, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/10 (2019.01);
U.S. Cl.
CPC ...
G06N 20/10 (2019.01);
Abstract

A computer implemented method of generating a classifier engine for machine learning includes receiving a set of data points. A semi-supervised k-means process is applied to the set of data points from each class. The set of data points in a class is clustered into multiple clusters of data points, using the semi-supervised k-means process. Multi-polytopes are constructed for one or more of the clusters from all classes. A support vector machine (SVM) process is run on every pair of clusters from all classes. Separation hyperplanes are determined for the clustered classes. Labels are determined for each cluster based on the separation by hyperplanes.


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