4.5 Article

A Novel Approach for Traffic Signal Control: A Recommendation Perspective

Journal

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/MITS.2017.2709779

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Funding

  1. National Science Foundation [1239323]
  2. Hyundai Center of Excellence at UC Berkeley
  3. Zeno Karl Schindler Foundation
  4. Direct For Computer & Info Scie & Enginr [1239323] Funding Source: National Science Foundation
  5. Division Of Computer and Network Systems [1239323] Funding Source: National Science Foundation

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Traffic Signal Control is an effective mean of solving urban traffic problems by providing appropriate signal timings for road intersections. In this paper, we propose a novel approach originated from methods and applications of recommendation systems to select the most suitable signal timings for various traffic demands. Specifically, we use the idea of computational experiments and the well-known recommendation technology called Collaborative Filtering to find the best signal timings from a database filled with large amounts of traffic data. When the database is not large enough for some special traffic situations, traditional approaches are adopted. Corresponding data with good performance will be recorded.

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