US Patent 10511585 Smoothing of discretized values using a transition matrix

Techniques are provided for smoothing discretized values used, for example, for authentication or identity assurance. An illustrative method comprises obtaining at least one probability of transitioning between at least two discretized values of a given feature; computing a smoothed feature score for the given feature for a transition from a first one of the discretized values to a second one of the discretized values based on the probability of the transition from the first discrete value to the second discrete value; and performing one or more of authenticating a user and verifying an identity of a user based at least in part on the smoothed feature score. The probabilities of transitioning between the discretized values are optionally stored in a transition matrix. Feature scores for first and second discretized values are optionally weighted based on the probability of the transition from the first discrete value to the second discrete value.