Low-dimensional models for compression, estimation and prediction of large-scale traffic data

Intelligent Transportation Systems (ITS) often operate on large road networks and collect traffic data with high temporal resolution. The volume of the collected data severely limits the scalability of real-time traffic operations. We propose datadriven models that can help intelligent transportatio...

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Bibliographic Details
Main Author: Mitrovic, Nikola
Other Authors: Justin Dauwels
Format: Theses and Dissertations
Language:English
Published: 2016
Subjects:
Online Access:https://hdl.handle.net/10356/69423
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Institution: Nanyang Technological University
Language: English