Patent ID: 11922284
Assignee: LIBERTY MUTUAL INSURANCE COMPANY
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 10:
11. A non-transitory computer storage medium comprising instructions for generating a temporally dynamic predicition for a predicition input, the instructions configured to cause one or more processors to at least at least perform:
process the prediction input using each temporally trained machine learning model of a plurality of temporally trained machine learning models to generate a respective model-specific prediction inference of a plurality of model-specific prediction inferences, wherein: (i) each temporally trained machine learning model is associated with a temporal unit, (ii) each temporal unit comprises one or more time intervals, and (iii) each temporally trained machine learning model is trained using (a) one or more temporally distinct historical weather data entries and (b) historical claim data as training data entries associated with the temporal unit;
process the plurality of model-specific prediction inferences using an ensemble model to generate the temporally dynamic prediction for the prediction input, wherein the temporally dynamic prediction comprises at least one of a property damage claim prediction or a service center operational load prediction; and
in response to generating the temporally dynamic prediction comprising the at least one of the property damage claim prediction or the service center operational load prediction, automatically performing, using the one or more processors,
forwarding at least one call directed to one or more service center devices to another service center device.