Aptima, Inc.

Kevin Durkee

Scott M Pappada

William N DePriest

John J Feeney

Alexandra Geyer

Andres Ortiz

Seamus Sullivan

Sterling Wiggins

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

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Beavercreek, OH, United States of America

Kevin Durkee