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:
Aug. 25, 2026

Filed:

Jun. 30, 2021
Applicant:

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

Inventors:

Raghav Batta, San Jose, CA (US);

Michael Elton Nidd, Zurich, CH;

Larisa Shwartz, Greenwich, CT (US);

Pritam Gundecha, San Jose, CA (US);

Rama Kalyani T. Akkiraju, Cupertino, CA (US);

Amar Prakash Azad, Bangalore, IN;

Harshit Kumar, Delhi, IN;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 8/71 (2018.01); G06F 18/214 (2023.01); G06F 18/241 (2023.01); G06F 18/2431 (2023.01); G06N 3/0455 (2023.01); G06N 3/09 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 18/241 (2023.01); G06F 18/214 (2023.01); G06F 18/2431 (2023.01); G06N 20/00 (2019.01);
Abstract

An approach for generating actionable explanations of change request classifications may be presented. A model may generate features associated with a change request may be disclosed. The model may be trained with historical change requests that have been labeled risky or not risky. The change request may be classified as risky or not risky. Candidate historical change requests with the same classification as the change request and occupying similar feature space as the change request may be identified from a historical change request repository. One or more features which had the most significant impact on the classification may be identified. A candidate historical change request with at least one significant feature impacting classification may be identified.


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