This publication describes an operating system (OS) level framework functionality, which can predict a user’s future interaction with first-party and third-party application software. This provides the user with an enhanced user experience (UX) by enabling first-party and third-party software to dynamically change the display in the user interface (UI) to aid the user to more-easily carry out the task at hand. The framework functionality at the OS level predicts the user’s future interactions using machine learning (ML). With this prediction, the supported application software can dynamically change the UI by presenting the user with relevant application software functions in a minimalist way.
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Carbune, Victor; Keysers, Daniel; and Deselaers, Thomas, "Visual User Interface (UI) Interaction Prediction", Technical Disclosure Commons, (February 26, 2019)