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:
Feb. 07, 2023

Filed:

Aug. 12, 2020
Applicant:

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

Inventors:

Shaikh Shahriar Quader, Scarborough, CA;

Piotr Mierzejewski, Markham, CA;

Mona Nashaat Ali Elmowafy, Edmonton, CA;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2019.01); G06N 20/00 (2019.01); G06F 40/18 (2020.01); G06K 9/62 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 40/18 (2020.01); G06K 9/6228 (2013.01); G06K 9/6256 (2013.01);
Abstract

Classification of erroneous cell data includes performing unsupervised pre-training of a machine learning model to learn a bidirectional encoder representation of data cells, obtaining an initial training set, with labeled training examples that correlate observed cell data to correct cell data, for training the machine learning model to classify cell data, automatically augmenting the initial training set to produce an augmented training set, where the augmenting includes identifying patterns in the labeled training examples, generating transformation functions, and using the transformation functions, learning an augmentation strategy and automatically generating additional training examples correlating erroneous data values to correct data values, and training the machine learning model using the augmented training set.


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