Allstate Insurance Company

Melanie Hanna

Kyle Patrick Schmitt

Venu Madhav Tammali

Clayton Jeschke

Venu Tammali

Methods, computer-readable media, software, and apparatuses may determine, based upon edge-computing operations, that a vehicular trip has been initiated and cause one or more sensors to collect vehicle data. One or more trip segments for at least a portion of the vehicular trip may be determined. In some aspects, for each trip segment, a first plurality of time features and a second plurality of frequency features may be determined, and may be concatenated with a third plurality of GPS features to form a feature vector. An accuracy measure may be determined based on the feature vector, and a mode for the vehicle may be predicted.

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Evanston, IL, United States of America

Melanie Hanna