Microsoft Technology Licensing, LLC

Rich Caruana

Eric J Horvitz

Christopher A Meek

Mehmet Iyigun

Arun Upadhyaya Kishan

Hari R Pulapaka

Michael Richard Fortin

Danyel Aharon Fisher

Denis X Charles

Asela J Gunawardana

Saleema Amin Amershi

Ahmad Bilal

Paul B Koch

Christopher Peter Kleynhans

Todd Kulesza

Milos Kralj

A system, method, and media are provided for generating a structured labeling graphical user interface. The user interface receives user input that associates multimedia content with categories. The user input may include user-supplied tags that further define the category for the multimedia content. The user-supplied tags are rendered proximate to the categories. In turn, a database logs user events to store, among other things, the categories, the user-supplied tags, time associated with completing the user-supplied tags, and time for associating multimedia content with the categories or tags.

Structured labeling to facilitate concept evolution in machine learning

Systems and methods of pre-launching applications in a computer system, said applications being likely to be activated by a user from a terminated and/or suspended process state, are disclosed. The pre-launching of an application may be based on the assessed probability of the application being activated&#x2014;as well as the level of availability of system resources to affect such pre-launching. Applications may be pre-launched based on these and other conditions/considerations, designed to improve the user's experience of a quick launch of applications in the background. Several prediction models are presented to provide a good estimate of the likelihood of an application being activated by a user. Such prediction models may comprise an adaptive predictor (based on past application usage situations) and/or a switch rate predictor (based on historic data of an application being switched and, possibly, having a decay rate applied to such switch rate measure).

Predictive pre-launch for applications

Growing community of inventors

Woodinville, WA, United States of America

Rich Caruana