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:
Apr. 25, 2023

Filed:

Nov. 21, 2019
Applicant:

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

Inventors:

Pranay Kumar Lohia, Bangalore, IN;

Diptikalyan Saha, Bangalore, IN;

Manish Anand Bhide, Hyderabad, IN;

Sameep Mehta, Bangalore, IN;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06K 9/62 (2022.01); G06N 7/00 (2023.01); G06F 21/62 (2013.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06K 9/6256 (2013.01); G06K 9/6262 (2013.01); G06K 9/6298 (2013.01); G06N 7/00 (2013.01); G06F 21/6254 (2013.01);
Abstract

Methods, systems, and computer program products for determining data representative of bias within a model are provided herein. A computer-implemented method includes obtaining a first dataset on which a model was trained, wherein the first dataset contains protected attributes, and a second dataset on which the model was trained, wherein the protected attributes have been removed from the second dataset; identifying, for each of the one or more protected attributes in the first dataset, one or more attributes in the second dataset correlated therewith; determining bias among at least a portion of the identified correlated attributes; and outputting, to at least one user, identifying information pertaining to the one or more instances of bias.


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