Prediction of Traffic Incident Clearance Duration Using Neural Network for Multimodal Data Distribution

E Kidando, M Mihayo, JH Salum, B Kutela… - … Engineering, Part A …, 2024 - ascelibrary.org
Traffic incidents adversely affect the safety and mobility of our transportation network. As
such, accurate prediction of incident duration is critical in developing strategies and …

Radnet: Incident prediction in spatio-temporal road graph networks using traffic forecasting

S Tuli, MR Wilkinson, C Kettell - arXiv preprint arXiv:2206.05602, 2022 - arxiv.org
Efficient and accurate incident prediction in spatio-temporal systems is critical to minimize
service downtime and optimize performance. This work aims to utilize historic data to predict …

PRISTINE: Semi-supervised Deep Learning Opioid Crisis Detection on Reddit

A Alhamadani, S Sarkar, L Alkulaib… - 2022 IEEE/ACM …, 2022 - ieeexplore.ieee.org
The drug abuse epidemic has been on the rise in the past few years, particularly after the
start of COVID-19 pandemic. Our preliminary observations on Reddit alone show that …

RoadFormer: Road-Anchored Adversarial Dynamic Graph Transformer for Unlimited-Range Traffic Incident Impact Prediction

Y Sun, K Fu, CT Lu - 2023 IEEE International Conference on …, 2023 - ieeexplore.ieee.org
The prompt estimation of traffic incident impacts (TIIs) plays a crucial role in guiding
commuters' trip planning and enhancing the decision-making resilience of transportation …

Integrated Predictive Modeling and Analytics for Crisis Management

AA Alhamadani - 2024 - vtechworks.lib.vt.edu
The surge in the application of big data and predictive analytics in fields of crisis
management, such as pandemics and epidemics, highlights the vital need for advanced …

TimeBird: Context-Aware Graph Convolution Network for Traffic Incident Duration Prediction

F Sun, R Gao, W Xing, Y Zhang, W Lu, J Fang… - … Conference on Wireless …, 2022 - Springer
Estimating the traffic incident duration is of great importance to traffic control, traffic
navigation, and transportation safety. However, the complex road network topology and …

The Efficacy of PRISTINE: Revealing Concealed Opioid Crisis Trends via Reddit Examination

A Alhamadani, S Sarkar, S Behal, L Alkulaib, CT Lu - 2023 - researchsquare.com
This work is an extension of our previous efforts to combat the drug abuse epidemic which
has been on the rise in the past few years []. We expand our developed framework …