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:
Dec. 13, 2022

Filed:

Jun. 25, 2019
Applicant:

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

Inventors:

Zhe Liu, San Jose, CA (US);

Amita Misra, San Jose, CA (US);

Pritam Gundecha, San Jose, CA (US);

Jalal Mahmud, San Jose, CA (US);

Yash Bhalgat, San Diego, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/951 (2019.01); G06N 20/00 (2019.01); G06K 9/62 (2022.01); G06F 17/18 (2006.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/951 (2019.01); G06F 17/18 (2013.01); G06K 9/6256 (2013.01); G06K 9/6267 (2013.01);
Abstract

A method and a system for model training are provided. The method can include training a first classifier, a second classifier, and a third classifier with subsets of a labeled dataset. The method can also include predicting a pseudo labeled dataset from an unlabeled dataset using the first classifier, the second classifier, and the third classifier. The method further includes assigning a role to the first classifier, to the second classifier, and to the third classifier. The method can further include selecting a teaching sample dataset from the pseudo labeled dataset based on the role assigned to the third classifier, wherein the third classifier is assigned a role of a student. The method can also include retraining the third classifier with the teaching sample dataset in conjunction with a subset of the labeled dataset.


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