Systems and methods to determine user state
First Claim
1. A computer based method to estimate a user state, the method comprising:
- receiving a plurality of first inputs at an intermittent interval;
receiving a plurality of second inputs at a frequent interval;
injecting a plurality of third inputs as a noise input into the plurality of first inputs at a non-random interval to create a plurality of enhanced first inputs whereby the plurality of enhanced first inputs correspond to the plurality of second inputs at the frequent interval;
inputting the enhanced first inputs and the plurality of second inputs into a state estimation model whereby a user state can be estimated based on the plurality of second inputs; and
estimating the user state based on the plurality of second inputs.
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Abstract
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.
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Citations
20 Claims
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1. A computer based method to estimate a user state, the method comprising:
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receiving a plurality of first inputs at an intermittent interval; receiving a plurality of second inputs at a frequent interval; injecting a plurality of third inputs as a noise input into the plurality of first inputs at a non-random interval to create a plurality of enhanced first inputs whereby the plurality of enhanced first inputs correspond to the plurality of second inputs at the frequent interval; inputting the enhanced first inputs and the plurality of second inputs into a state estimation model whereby a user state can be estimated based on the plurality of second inputs; and estimating the user state based on the plurality of second inputs. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16)
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17. A computer based method to estimate a state of a user, the method comprising:
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receiving a plurality of first inputs at an intermittent interval; receiving a plurality of second inputs at a frequent interval; injecting a noise input into the plurality of first inputs at the frequent interval to create a plurality of enhanced first inputs whereby the plurality of enhanced first inputs correspond to the plurality of second inputs at the frequent interval; inputting the enhanced first inputs and the plurality of second inputs into a state estimation model whereby a state of a user can be estimated based on the plurality of second inputs; and estimating a future state of the user at a future time utilizing the state estimation model. - View Dependent Claims (18, 19)
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20. A computer based system for estimating a user state, the computer based system comprising:
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a processor; a non-transitory computer readable medium having a computer readable program code embodied therein, said computer readable program code configured to be executed to implement a method comprising; receiving a plurality of first inputs at an intermittent interval; receiving a plurality of second inputs at a frequent interval; injecting a plurality of third inputs as a noise input into the plurality of first inputs at a non-random interval to create a plurality of enhanced first inputs whereby the plurality of enhanced first inputs correspond to the plurality of second inputs at the frequent interval; inputting the enhanced first inputs and the plurality of second inputs into a state estimation model whereby a user state can be estimated based on the plurality of second inputs; and estimating the user state based on the plurality of second inputs.
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Specification