Abstract: Methods for using and training a classifier to predicting user intentions as the user navigates in a digital banking application. A pathway dataset, excluding financial information, is acquired, capturing a sequence of navigation events during a user session. These navigation events, representing user interactions with the application interface, are converted into a sequence of latent space representations and input into a classifier. The classifier is trained using a historical dataset of navigation events annotated with intention labels as ground truth. Upon identifying a predicted user intention, the method suggests a corresponding service via the graphical user interface (GUI). This method ensures accurate intention prediction without accessing sensitive financial information, so that privacy and usability in digital banking environments are enhanced.

Abstract: Methods for using and training a classifier to predicting user intentions as the user navigates in a digital banking application. A pathway dataset, excluding financial information, is acquired, capturing a sequence of navigation events during a user session. These navigation events, representing user interactions with the application interface, are converted into a sequence of latent space representations and input into a classifier. The classifier is trained using a historical dataset of navigation events annotated with intention labels as ground truth. Upon identifying a predicted user intention, the method suggests a corresponding service via the graphical user interface (GUI). This method ensures accurate intention prediction without accessing sensitive financial information, so that privacy and usability in digital banking environments are enhanced.

Abstract: A modular bed frame is disclosed which includes one or more pairs of complimentary side-rails, with attached cross-bars, that may be linked in a manner so as to support a plurality of box-spring and mattress sizes. The advantages of the present invention include an inventory reduction of different components than currently necessary, and elimination of a majority of separate fasteners. The bed frame incorporates an inverted L-shaped cross-section which permits a box-spring to be supported on a pair of bed frames attached side-by-side. Along the side-rails are disposed a set of flanges which are rotatable so as to enable side-by-side bed frames to be slidably attached to each other in one orientation, or inhibiting lateral movement of a box-spring in another orientation.