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:
Nov. 25, 2025

Filed:

Apr. 14, 2021
Applicant:

Ko-hui Michael Fan, Taipei, TW;

Inventors:

Ko-Hui Michael Fan, Taipei, TW;

Chih-Chung Chang, Taipei, TW;

Kuang-Hsiao-Yin Kongguoluo, Taipei, TW;

Assignee:

Other;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 7/32 (2006.01); G06F 17/16 (2006.01); G06N 7/00 (2023.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 7/32 (2013.01); G06F 17/16 (2013.01); G06N 7/00 (2013.01); G06N 20/20 (2019.01);
Abstract

The present invention provides a loyalty extraction machine, wherein 'quadratic multiform separation' (QMS) is modified and executed multiplicatively in an even generalized way. In each execution, the characteristic of one single membership is either enhanced or reduced. This process is performed in turn to each membership. Thus, every sample data (or element) receives multiple classification results. Then, the multiple classification results are collected and analyzed by an “eclectic classifier” to reach a final decision. The combination of the generalized QMS and the eclectic classifier therefore develops the loyalty extraction machine. Moreover, a label called “loyalty type” of the element is introduced to describe the effectiveness of membership recognition with respect to a training set.


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Fan, Ko-Hui. (2025). Loyalty extraction machine (U.S. Patent No. 12481911). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12481911

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