A device may receive vehicle operation data associated with operation of a plurality of vehicles, and may process the vehicle operation data to generate processed vehicle operation data. The device may extract multiple features from the processed vehicle operation data, and may train machine learning models, with the multiple features, to generate trained machine learning models that provide model outputs. The device may process the multiple features, with a feature selection model and based on the model outputs, to select sets of features from the plurality of features, and may process the sets of features, with the trained machine learning models, to generate indications of driving behavior and reliabilities of the indications. The device may select a set of features, from the sets of features, based on the indications and the reliabilities, where the set of features may be calculated by a device associated with a particular vehicle.


    Access

    Download


    Export, share and cite



    Title :

    SYSTEMS AND METHODS FOR UTILIZING MACHINE LEARNING AND FEATURE SELECTION TO CLASSIFY DRIVING BEHAVIOR


    Contributors:

    Publication date :

    2021-07-29


    Type of media :

    Patent


    Type of material :

    Electronic Resource


    Language :

    English


    Classification :

    IPC:    G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06K Erkennen von Daten , RECOGNITION OF DATA



    SYSTEMS AND METHODS FOR UTILIZING MACHINE LEARNING AND FEATURE SELECTION TO CLASSIFY DRIVING BEHAVIOR

    SIMONCINI MATTEO / PJETRI AUREL / SAMBO FRANCESCO et al. | European Patent Office | 2021

    Free access

    Systems and methods for utilizing machine learning and feature selection to classify driving behavior

    SIMONCINI MATTEO / PJETRI AUREL / SAMBO FRANCESCO et al. | European Patent Office | 2021

    Free access

    Systems and methods for utilizing machine learning and feature selection to classify driving behavior

    SIMONCINI MATTEO / PJETRI AUREL / SAMBO FRANCESCO et al. | European Patent Office | 2023

    Free access

    Learning to classify by ongoing feature selection

    Levi, D. / Ullman, S. | British Library Online Contents | 2010


    Tire selection methods and systems utilizing driving data relating to the driving of an associated vehicle

    VERHEIJEN PAUL ROELAND / BORTOLOTTO VALERIO / BENEDETTI ROBERTO et al. | European Patent Office | 2024

    Free access