Estimating Node Importance in Transportation Networks: A Scalable Machine Learning Approach

M Naser Moghaddasi, M Shafiei Dastgerdi… - Mahdi and Sabzekar … - papers.ssrn.com
Identifying critical nodes in transportation networks is vital for effective maintenance and
management. While conventional methods rely on topological features alone, they often …

MGL2Rank: Learning to rank the importance of nodes in road networks based on multi-graph fusion

M Xu, J Zhang - Information Sciences, 2024 - Elsevier
The identification of important nodes with strong propagation capabilities in road networks is
a vital topic in urban planning. Existing methods for evaluating the importance of nodes in …

Traffic node importance evaluation based on clustering in represented transportation networks

X Huang, J Chen, M Cai, W Wang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
With the ability to acquire and process large-scale traffic big data, a cooperative intelligent
transport system can be realized. Identifying important nodes in a traffic network contributes …

Transportation centrality: quantifying the relative importance of nodes in transportation networks based on traffic modelling

M Piraveenan, NB Saripada - IEEE Access, 2023 - ieeexplore.ieee.org
The topology of transportation networks such as road and rail networks determines the
efficiency and effectiveness of the corresponding transport systems. Quantifying the relative …

[HTML][HTML] Identification of Critical Road Links Based on Static and Dynamic Features Fusion

Y Li, M Huang - Applied Sciences, 2023 - mdpi.com
Traffic congestion is a significant challenge in modern cities, leading to economic losses,
environmental pollution, and inconvenience for the public. Identifying critical road links in a …

A transportation network efficiency measure that captures flows, behavior, and costs with applications to network component importance identification and vulnerability

A Nagurney, Q Qiang - Proceedings of the POMS 18th Annual …, 2007 - papers.ssrn.com
In this paper, we propose a transportation network efficiency measure that can be used to
assess the performance of a transportation network and which differs from other proposed …

Approximating betweenness centrality to identify key nodes in a weighted urban complex transportation network

W Liu, X Li, T Liu, B Liu - Journal of Advanced Transportation, 2019 - Wiley Online Library
The key nodes in a complex transportation network have a significant influence on the safety
of traffic operations, connectivity reliability, and the performance of the entire network …

A Method for Identifying the Important Node in Multi-Layer Transportation Networks

C Wang, Y Xia, G Bai, Y Fang - Available at SSRN 4025860, 2022 - papers.ssrn.com
Traditional methods to identify the important nodes are suitable for single networks.
However, many real-world networks are coupled together, which can be modeled by multi …

Entropy-based node importance identification method for public transportation infrastructure coupled networks: a case study of Chengdu

Z Zeng, Y Sun, X Zhang - Entropy, 2024 - mdpi.com
Public transportation infrastructure is a typical, complex, coupled network that is usually
composed of connected bus lines and subway networks. This study proposes an entropy …

A New Method to Determine Node Importance of an Urban Traffic Network

L Zhu, J Luo, Y Zhao, Y Yang - CICTP 2015, 2015 - ascelibrary.org
This study proposes a new method to determine node importance, which considers
betweenness, the average shortest paths and the largest network connected sub-graph …