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:
May. 12, 2026

Filed:

Mar. 23, 2022
Applicant:

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

Inventors:

Stefan A. G. Van Der Stockt, Austin, TX (US);

Erika Agostinelli, Bristol, GB;

Edward James Biddle, Winchester, GB;

Sourav Mazumder, Contra Costa, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 5/045 (2023.01); G06N 5/01 (2023.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06N 5/045 (2013.01); G06N 5/01 (2023.01); G06N 20/20 (2019.01);
Abstract

A first input transaction is classified into a first input space cluster in a set of input space clusters. It is determined that the first input space cluster maps to a single explainability space cluster in a set of explainability space clusters. Using an interpretable model corresponding to the single explainability space cluster, a first machine learning model prediction is explained, the first machine learning model prediction resulting from processing, by a machine learning model, the first input transaction.


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