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. 27, 2025

Filed:

Jun. 12, 2023
Applicant:

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

Inventors:

Xue Ying Zhang, Xi'an, CN;

Si Er Han, Xi'an, CN;

Jing Xu, Xi'an, CN;

Xiao Ming Ma, Xi'an, CN;

Wen Pei Yu, Xi'an, CN;

Jing James Xu, Xi'an, CN;

Jun Wang, Xi'an, CN;

Ji Hui Yang, Beijing, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 7/00 (2006.01); G06F 11/34 (2006.01); G06F 16/28 (2019.01);
U.S. Cl.
CPC ...
G06F 16/287 (2019.01); G06F 11/3409 (2013.01);
Abstract

A computer-implemented method for treating post-modeling data includes computing, sequentially for each category of a feature, a category importance (CI) value. The CI value is based on a model accuracy change when records of a category being examined are reassigned to a remaining set of categories of the feature according to a cumulative distribution of records among the remaining set of categories of the feature, wherein the remaining set of categories include all categories of the feature, except for the category being examined. A post-modeling category is performed to merge of each category having the CI value less than a CI value threshold.


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