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. 06, 2024

Filed:

Oct. 24, 2019
Applicant:

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

Inventors:

Orna Raz, Haifa, IL;

Marcel Zalmanovici, Kiriat Motskin, IL;

Aviad Zlotnick, Mitzpeh Netofah, IL;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/23 (2023.01); G06F 18/24 (2023.01); G06N 3/126 (2023.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/23 (2023.01); G06F 18/24 (2023.01); G06N 3/126 (2013.01);
Abstract

A method, system and computer program product, the method comprising: creating a model representing underperforming cases; from a case collection having a total performance, and which comprises for each of a multiplicity of records: a value for each feature from a collection of features, a ground truth label and a prediction of a machine learning (ML) engine, obtaining one or more features; dividing the records into groups, based on values of the features in each record; for one group of the groups, calculating a performance parameter of the ML engine over the portion of the records associated with the group; subject to the performance parameter of the group being below the total performance in at least a predetermined threshold: determining a characteristic for the group; adding the characteristic of the group to the model; and providing the model to a user, thus indicating under-performing parts of the test collection.


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