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. 20, 2024

Filed:

Nov. 21, 2022
Applicant:

Samsung Electronics Co., Ltd., Suwon-si, KR;

Inventors:

Xiangyuan Zhao, Irvine, CA (US);

Yingnan Zhu, Irvine, CA (US);

Hong-Hoe Kim, Aliso Viejo, CA (US);

Tomasz J. Palczewski, Danville, CA (US);

Anirudh Rao, San Jose, CA (US);

Hari Babu Nayar, Hayward, CA (US);

Chaitanya Praveen Pratury, Mountain House, CA (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/02 (2023.01); G06Q 30/0251 (2023.01); H04N 21/466 (2011.01);
U.S. Cl.
CPC ...
G06Q 30/0264 (2013.01); H04N 21/4667 (2013.01); H04N 21/4668 (2013.01);
Abstract

A method includes providing a Fibonacci confidence interval level on user program viewership data to distinguish user interest level in different linear entertainment programs. The method also includes creating a behavior shift feature space for acquiring information about user behavior over time based on a behavior sequence, a first derivative on the behavior sequence, and a second derivative on the behavior sequence. The method further includes utilizing, based on a trained machine learning model, a transformer structure and attention to map user data from the behavior shift feature space into a prediction of the Fibonacci confidence interval level.


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