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  1. 1. Spatio-temporal Traffic Flow Prediction

    Master-uppsats, KTH/Geoinformatik

    Författare :Mesele Atsbeha Gebresilassie; [2017]
    Nyckelord :ITS; principal component analysis; spatio-temporal traffic flow; spatially weighted regression; traffic flow prediction; support vector machine for regression;

    Sammanfattning : The advancement in computational intelligence and computational power and the explosionof traffic data continues to drive the development and use of Intelligent TransportSystem and smart mobility applications. As one of the fundamental components of IntelligentTransport Systems, traffic flow prediction research has been advancing from theclassical statistical and time-series based techniques to data–driven methods mainly employingdata mining and machine learning algorithms. LÄS MER