Low-Dimensional Models for Compressed Sensing and Prediction of Large-Scale Traffic Data

• Main Authors: Mitrovic, Nikola, Muhammad Tayyab Asif, Dauwels, Justin, Jaillet, Patrick
• Other Authors: School of Electrical and Electronic Engineering
• Format: Article
• Language: English
• Published: 2016
• Subjects: Low-dimensional models; traffic prediction
• Online Access: https://hdl.handle.net/10356/80580; http://hdl.handle.net/10220/40575
• Institution: Nanyang Technological University

Advanced sensing and surveillance technologies often collect traffic information with high temporal and spatial resolutions. The volume of the collected data severely limits the scalability of online traffic operations. To overcome this issue, we propose a low-dimensional network representation...