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Journal of Big Data Analytics in Transportation

Subject Areas:
Publisher: Springer Nature Singapore - Springer Journals
ISSN: 2523-3556

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Journal Article

Generative Semantic Domain Adaptation for Perception in Autonomous Driving

Mukherjee, Amitangshu; Joshi, Ameya; Sharma, Anuj; Hegde, Chinmay; Sarkar, Soumik

2022 Journal of Big Data Analytics in Transportation

doi:10.1007/s42421-022-00057-4

Autonomous driving systems depend on their ability to perceive and understand their environments for navigation. Neural networks are the building blocks of such perception systems, and training these networks requires vast amounts of diverse training data that includes different kinds of driving...
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Journal Article

Utility-Based Route Choice Behavior Modeling Using Deep Sequential Models

Dong, Guimin; Kweon, Yonghyeon; Park, B. Brian; Boukhechba, Mehdi

2022 Journal of Big Data Analytics in Transportation

doi:10.1007/s42421-022-00058-3

GPS-based navigation systems have played crucial roles to improve transportation system performances. A limitation of such route guidance systems is that their route recommendation algorithms are mostly based on the shortest travel time and/or toll avoidance. To enhance the performance of route...
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Journal Article

A Data-Driven Network Model for Traffic Volume Prediction atSignalized Intersections

Rahman, Rezaur; Zhang, Jiechao; Tirtha, Sudipta Dey; Bhowmik, Tanmoy; Jahan, Istiak; Eluru, Naveen; Hasan, Samiul

2022 Journal of Big Data Analytics in Transportation

doi:10.1007/s42421-022-00059-2

Network-wide traffic prediction at the level of an intersection can benefit transportation systems management and operations. However, traditional traffic modeling approaches relying on mathematical or simulation-based models are either less useful or require higher computational time in...
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Journal Article

Identifying the Impact Area of a Traffic Event Through k-Means Clustering

Mamdoohi, Sohrab; Miller-Hooks, Elise

2022 Journal of Big Data Analytics in Transportation

doi:10.1007/s42421-022-00060-9

Nonrecurring traffic events, including improvement actions and vehicular accidents, cause traffic congestion and travel delay. The impact of a traffic event, even when the event is quickly cleared, may last considerably longer than the event itself and may be incurred over long distances. To...
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Journal Article

Mobile Sensing for Multipurpose Applications in Transportation

Aboah, Armstrong; Boeding, Michael; Adu-Gyamfi, Yaw

2022 Journal of Big Data Analytics in Transportation

doi:10.1007/s42421-022-00061-8

Routine and consistent data collection is required to address contemporary transportation issues. The cost of data collection increases significantly when sophisticated machines are used to collect data. Due to this constraint, State Departments of Transportation struggle to collect consistent...

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