US 12,455,929 B2
Identifying web elements based on user browsing activity and machine learning
Austin Walters, Savoy, IL (US); Jeremy Goodsitt, Champaign, IL (US); Vincent Pham, Seattle, WA (US); Mark Watson, Urbana, IL (US); Fardin Abdi Taghi Abad, Champaign, IL (US); Reza Farivar, Champaign, IL (US); Anh Truong, Champaign, IL (US); and Kenneth Taylor, Marrero, IL (US)
Assigned to Capital One Services, LLC, McLean, VA (US)
Filed by Capital One Services, LLC, McLean, VA (US)
Filed on Dec. 11, 2023, as Appl. No. 18/535,066.
Application 18/535,066 is a continuation of application No. 17/741,756, filed on May 11, 2022, granted, now 11,874,884.
Application 17/741,756 is a continuation of application No. 16/388,793, filed on Apr. 18, 2019, granted, now 11,372,934, issued on Jun. 28, 2022.
Prior Publication US 2024/0104148 A1, Mar. 28, 2024
Int. Cl. G06F 16/951 (2019.01); G06F 11/34 (2006.01); G06N 3/08 (2023.01); G06N 20/00 (2019.01)
CPC G06F 16/951 (2019.01) [G06F 11/3438 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01)] 20 Claims
OG exemplary drawing
 
1. A computer-implemented method comprising:
obtaining, by a at least one processor, present user activity with a present user graphical interface of an application, the present graphical interface comprising at least one user interface (UI) element, the at least one UI element being a digital object in the graphical interface;
determining, by the at least one processor, based on the present user activity, a presence of at least one untested user interface (UI) element in the present user graphical interface of the application;
applying, by the at least one processor, a mapping data model to the present user activity to identify at least one UI element type associated with the at least one untested UI element so as to output at least one identified UI element of the present user graphical interface of the application;
wherein the mapping data model is trained to correlate between historical user activity and at least one pre-tested element of at least one previously-visited user graphical interface page; and
triggering, by the at least one processor, at least one custom test to be performed with the present user graphical interface of the application, the at least one custom test comprising one or more computer-based instructions configured to perform at least one operation to test the at least one identified UI element based at least in part on the at least one UI element type.