US 12,339,918 B2
Combined wide and deep machine learning models for automated database element processing systems, methods and apparatuses
Bing Song, La Canada, CA (US); Jeffrey Michael Balbien, Los Angeles, CA (US); Hao Lu, Los Angeles, CA (US); Phillip Yang, Los Angeles, CA (US); and Patrick Soon-Shiong, Los Angeles, CA (US)
Assigned to NantMedia Holdings, LLC, Culver City, CA (US)
Filed by NantMedia Holdings, LLC, El Segundo, CA (US)
Filed on Dec. 19, 2024, as Appl. No. 18/988,223.
Application 18/988,223 is a continuation of application No. 18/807,634, filed on Aug. 16, 2024, granted, now 12,242,555.
Application 18/807,634 is a continuation of application No. 17/643,881, filed on Dec. 13, 2021, granted, now 12,105,765, issued on Oct. 1, 2024.
Claims priority of provisional application 63/125,570, filed on Dec. 15, 2020.
Prior Publication US 2025/0131055 A1, Apr. 24, 2025
This patent is subject to a terminal disclaimer.
Int. Cl. G06F 16/9535 (2019.01); G06F 40/284 (2020.01); G06F 40/40 (2020.01); G06N 3/045 (2023.01)
CPC G06F 16/9535 (2019.01) [G06F 40/284 (2020.01); G06F 40/40 (2020.01); G06N 3/045 (2023.01)] 22 Claims
OG exemplary drawing
 
1. A computer-based roadblock article recommendation system comprising:
at least one computer readable non-transitory memory storing computer-executable instructions; and
at least one processor coupled with the at least one computer readable non-transitory memory and that executes the following operations upon execution of the computer-executable instructions:
generating a set of inputs specific to a subscriber, the set of inputs derived from article access records associated with the subscriber;
obtaining a set of candidate roadblock articles;
creating a feature vector input according to the set of inputs specific to the subscriber and the set of candidate roadblock articles;
processing the feature vector input using at least one trained machine learning model to generate a wide and deep merged ranked list of roadblock articles;
selecting a roadblock article from the wide and deep merged ranked list of roadblock articles;
generating a roadblock link for the selected roadblock article; and
inserting the roadblock link within a target article.