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:
Jan. 17, 2023

Filed:

Mar. 26, 2019
Applicant:

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

Inventors:

Kuntal Dey, New Delhi, IN;

Diptikalyan Saha, Bangalore, IN;

Deepak Vijaykeerthy, Chennai, IN;

Pranay Kumar Lohia, Bhagalpur, IN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/44 (2018.01); G06K 9/62 (2022.01); G06N 5/04 (2006.01); G06F 9/54 (2006.01); G06F 11/263 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06K 9/6265 (2013.01); G06F 9/542 (2013.01); G06F 11/263 (2013.01); G06K 9/6231 (2013.01); G06K 9/6257 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

One embodiment provides a method, including: receiving a dataset and a model corresponding to a bias checker, wherein the bias checker detects bias within both the dataset and the model, based upon a bias checking algorithm and a bias checking policy, wherein the dataset comprises a plurality of attributes; testing the bias checking algorithm of the bias checker by (i) generating test cases that modify the dataset by introducing bias therein and (ii) running the bias checker against the modified dataset; testing the bias checking policy of the bias checker by generating a plurality of test cases and running the bias checker against the plurality of test cases; and providing a notification to a user regarding whether the bias checker failed to indicate bias for one or more of the plurality of attributes.


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