EFFICIENCY OF A TRANSPORTATION MATCHING SYSTEM USING GEOCODED PROVIDER MODELS

This disclosure describes a transportation matching system that manages the allocation of transportation providers by training and utilizing multiple machine-learning models to identify, allocate, and serve specific transportation providers with customized opportunities to relocate the transportatio...

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Bibliographische Detailangaben
Hauptverfasser: Milo, Ehud, Dear, Benjamin Owen, Crapis, Davide, Balwally, Akshay, Gupta, Gaurav, Yan, Jia, Yoshizawa, Michael, Bruggeman, Cameron Philip, Kuester, Benedict, Tang, Lei
Format: Patent
Sprache:eng
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Beschreibung
Zusammenfassung:This disclosure describes a transportation matching system that manages the allocation of transportation providers by training and utilizing multiple machine-learning models to identify, allocate, and serve specific transportation providers with customized opportunities to relocate the transportation providers between geocoded areas in a geocoded region. For instance, the transportation matching system trains and utilizes an incremental provider model, a provider allocation model, and personalized provider behavioral models as well as a customized provider interface generator to satisfy anticipated transportation requests and improve transportation matching within a geocoded region.