Aptima, Inc.

Sterling Wiggins

Scott M Pappada

William N DePriest

John J Feeney

Alexandra Geyer

Kevin Durkee

Andres Ortiz

Seamus Sullivan

Computer based systems and methods for estimating a user state are disclosed. In some embodiments, the methods comprise inputting a first input at an intermittent interval and a second input at a frequent interval into a user state estimation model to estimate the user state. In some embodiments, the first inputs are enhanced by injecting a noise input to create a plurality of enhanced first inputs whereby the plurality of enhance first inputs correspond to the plurality of second inputs at the frequent interval. In some embodiments, the first input comprises a self-reported input and the second inputs comprise a physiological input, a performance input or a situational input. In some embodiments, a machine learning algorithm creates the state estimation model. In some embodiments, the state estimation model estimates a future user state. In some embodiments, a computer based system for estimating a user state is provided.

User state estimation systems and methods

Systems and methods to determine user state

Growing community of inventors

Yellow Springs, OH, United States of America

Sterling Wiggins