@article{mbf2021,
  title={On the Initial Behavior Monitoring Issues in Federated Learning},
  author={Al Mallah, Ranwa and Badu-Marfo, Godwin and Farooq, Bilal},
  journal={IEEE Access},
  pages={1--9},
  year={2021},
  organization={IEEE}
}

@article{kf2021b,
  title={A context-aware pedestrian trajectory prediction framework for automated vehicles},
  author={Kalatian, Arash and Farooq, Bilal},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={},
  pages={},
  year={2021}
}

@article{df2021a,
  title={Are Work Zones and Connected Automated Vehicles Ready for a Harmonious Coexistence? A Scoping Review and Research Agenda},
  author={Dehman, Amjad and Farooq, Bilal},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={133},
  pages={103422},
  year={2021}
}

@article{afl2021a,
  title={Interpretable Data-Driven Demand Modelling for On-Demand Transit Services},
  author={Alsaleh, Nael and Farooq, Bilal},
  journal={Transportation Research Part A: Policy and Practice},
  volume={},
  pages={1--30},
  year={2021}
}

@article{mf2021a,
  title={A generalized ride-matching approach for sustainable shared mobility},
  author={Mashkani, S.M. and Farooq, Bilal},
  journal={Sustainable Cities and Society},
  pages={1--21},
  year={2021},
  organization={Elsevier}
}

@article{blf2021,
  title={Exploring first-mile on-demand transit solutions for North American suburbia: A case study of Markham, Canada},
  author={Buerstlein, Johanna and Lopez, David and Farooq, Bilal},
  journal={Transportation Research Part A: Policy and Practice},
  volume={153C},
  pages={1--29},
  year={2021}
}

@article{afl2021,
  title={Cyber-Security Risk Assessment Framework for Blockchains in Smart Mobility},
  author={Al Mallah, Ranwa and Lopez, David and Farooq, Bilal},
  journal={IEEE Open Journal of Intelligent Transportation Systems},
  volume={2},
  pages={294--311},
  year={2021},
  organization={IEEE}
}

@article{ypf2021,
  title={Semi-supervised GANs to Infer Travel Modes in GPS Trajectories},
  author={Yazdizadeh, Ali and Patterson, Zachary and Farooq, Bilal},
  journal={Journal of Big Data Analytics in Transportation},
  pages={1--12},
  year={2021},
}

@article{hbfklosm,
  title={Applications of brain imaging methods in driving behaviour research},
  author={Haghani, M., Bliemer, M.C.J., Farooq, B., Kim, I., Li, Z., Oh, C., Shahhoseini, Z., MacDougall, H.},
  journal={Accident Analysis & Prevention},
  volume={154},
  pages={},
  year={2021}
}

@article{wf2021,
  title={ResLogit: A residual neural network logit model for data-driven choice modelling},
  author={Wong, Melvin and Farooq, Bilal},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={126},
  pages={},
  year={2021}
}

@article{sanaullah2021spatio,
  title={Spatio-Temporal Analysis of On Demand Transit: A Case Study of Belleville, Canada},
  author={Sanaullah, Irum (equal contribution) and Alsaleh, Nael (equal contribution) and Djavadian, Shadi and Farooq, Bilal},
  journal={Transportation Research Part A: Policy and Practice},
  volume={145},
  pages={284--301},
  year={2021}
}

@article{kf2020a,
  title={Decoding pedestrian and automated vehicle interactions using immersive virtual reality and interpretable deep learning},
  author={Kalatian, Arash and Farooq, Bilal},
  journal={Transportation Research Part C: Emerging Technologies},
  volume={124},
  pages={102962},
  year={2021}
}

@article{ansar2020investigating,
  title={Investigating the trip configured causal effect of distracted driving on aggressive driving behavior for e-hailing taxi drivers},
  author={Ansar, Muhammad Sajjad and Ma, Yongfeng and Chen, Shuyan and Tang, Kun and Zhang, Ziyu},
  journal={Journal of Traffic and Transportation Engineering (English Edition)},
  year={2020},
  publisher={Elsevier}
}

@article{af2020b,
  title={Deep Learning Based Proactive Multi-Objective Eco-Routing Strategies for Connected & Automated Vehicles},
  author={Alfaseeh, Lama and Farooq, Bilal},
  journal={Frontiers in Future Transportation},
  pages={1--18},
  year={2020},
  organization={Frontiers}
}

@article{atbh2020,
  title={Greenhouse Gas Emission Prediction on Road Network Using Deep Sequence Learning},
  author={Alfaseeh, Lama and Tu, Ran and Farooq, Bilal and Hatzopoulou, Marianne},
  journal={Transportation Research Part D: Transport and Environment},
  volume={88},
  year={2020}
}

@article{kf2020a,
  title={A semi-supervised deep residual network for mode detection in Wi-Fi signals},
  author={Kalatian, Arash and Farooq, Bilal},
  journal={Journal of Big Data Analytics in Transportation},
  volume={2},
  number={2},
  pages={1--14},
  year={2020},
  publisher={Springer}
}

@article{dtbh2020,
  title={Multi-Objective Eco-Routing for Dynamic Control of Connected \& Automated Vehicles},
  author={Djavadian, Shadi and Tu, Ran and Farooq, Bilal and Hatzopoulou, Marianne},
  journal={Transportation Research Part D: Transport and Environment},
  volume={87C},
  year={2020}
}

@article{tuetal2020EV,
  title={Electric vehicle charging optimization to minimize marginal greenhouse gas emissions from power generation},
  author={Tu, R., Gai, Y., Farooq, B., Posen, D., Hatzopoulou, M.},
  journal={Applied Energy},
  pages={1--10},
  year={2020},
  volume=277,
  organization={Elsevier}
}

@article{al2020predtraffic,
  title={Prediction of Traffic Flow via Connected Vehicles},
  author={Al Mallah, Ranwa and Quintero, Alejandro and Farooq, Bilal},
  journal={IEEE Transactions on Mobile Computing},
  year={2020},
  publisher={IEEE}
}

@article{taf2020,
  title={Modelling, Relocation and Real-Time Inventory Control of One-Way Electric Cars Sharing Systems in a Stochastic Petri nets framework},
  author={Benarbia, Taha and Axhausen, Kay and Farooq, Bilal},
  journal={IEEE Transactions on Intelligent Transportation Systems},
  pages={1--15},
  year={2020},
  organization={IEEE}
}

@article{lopezfarooq2020,
  title={A multi-layered blockchain framework for smart mobility data-markets},
  author={L\'opez, David and Farooq, Bilal},
  journal={Transportation Research Part C: Emerging Technologies},
  pages={588--615},
  volume={111 (2020)},
  year={2020},
  organization={Elsevier}
}

@article{af2020a,
  title={Multi-Factor Taxonomy of Eco-Routing Models and Future Outlook},
  author={Alfaseeh, Lama and Farooq, Bilal},
  journal={Journal of Sensors},
  pages={1--18},
  year={2020},
  organization={Hindawi}
}

@article{wf2020,
  title={A bi-partite generative model framework for analyzing and simulating large scale multiple discrete-continuous travel behaviour data},
  author={Wong, Melvin and Farooq, Bilal},
  journal={Transportation Research Part C: Emerging Technologies},
  pages={247--268},
  year={2020},
  organization={Elsevier}
}

@misc{FarooqBilalandDjavadian,
author = {Farooq, Bilal and Djavadian, Shadi},
title = {{Distributed Traffic Management System with Dynamic End-to-End Routing}},
year = {2019},
publisher={U.S. Provisional Pat. Ser. No. 62/865,725}
}

@article{tadfh2019,
  title={Quantifying the impacts of dynamic control in connected and automated vehicles on greenhouse gas emissions and urban NO2 concentrations},
  author={Ran, Tu and Alfaseeh, Lama and Djavadian, Shadi and Farooq, Bilal  and Hatzopoulou, Marianne},
  journal={Transportation Research Part D: Transport and Environment},
  pages={142--151},
  year={2019},
  organization={Elsevier}
}

@article{ypf2019a,
  title={Ensemble Convolutional Neural Networks for Mode Inference in Smartphone Travel Survey},
  author={Yazdizadeh, Ali and Patterson, Zachary and Farooq, Bilal},
  journal={IEEE Transactions on Intelligent Transportation Systems},
  pages={1--8},
  year={2019},
  organization={IEEE}
}

@article{alizadehetal2019,
  title={Frequent Versus Occasional Drivers: A Hybrid Route Choice Model},
  author={Alizadeh, Hamzeh and Farooq, Bilal and Morency, Catherine and Saunier, Nicolas},
  journal={Transportation Research Part F: Traffic Psychology and Behaviour},
  volume={},
  number={},
  pages={1--23},
  year={2019},
  publisher={Elsevier}
}

@article{beaulieu2019dynamic,
  title={A Dynamic Mixed Logit Model with Agent Effect for Pedestrian Next Location Choice Using Ubiquitous Wi-Fi Network Data},
  author={Beaulieu, Alexandra and Farooq, Bilal},
  journal={International Journal of Transportation Science and Technology},
  year={2019},
  publisher={Elsevier}
}

@article{badu2019perspective,
  title={A perspective on the challenges and opportunities for privacy-aware big transportation data},
  author={Badu-Marfo, Godwin and Farooq, Bilal and Patterson, Zachary},
  journal={Journal of Big Data Analytics in Transportation},
  volume={1},
  number={1},
  pages={1--23},
  year={2019},
  publisher={Springer}
}

@article{badu2019perturbation,
  title={Perturbation Privacy for Sensitive Locations in Transit Data Publication: A Case Study of Montreal Trajet Surveys},
  author={Badu-Marfo, Godwin and Farooq, Bilal and Patterson, Zachary},
  journal={arXiv preprint arXiv:1901.07155},
  year={2019}
}

@article{djavadian2019virtual,
  title={Virtual Immersive Reality based Analysis of Behavioral Responses in Connected and Autonomous Vehicle Environment},
  author={Djavadian, Shadi and Farooq, Bilal and Vasquez, Rafael and Yip, Grace},
  journal={arXiv preprint arXiv:1901.07151},
  year={2019}
}

@article{al2019cooperative,
  title={Cooperative Evaluation of the Cause of Urban Traffic Congestion via Connected Vehicles},
  author={Al Mallah, Ranwa and Quintero, Alejandro and Farooq, Bilal},
  journal={IEEE Transactions on Intelligent Transportation Systems},
  year={2019},
  publisher={IEEE}
}

@article{farooq2018virtual,
  title={Virtual immersive reality for stated preference travel behavior experiments: a case study of autonomous vehicles on urban roads},
  author={Farooq, Bilal and Cherchi, Elisabetta and Sobhani, Anae},
  journal={Transportation research record},
  volume={2672},
  number={50},
  pages={35--45},
  year={2018},
  publisher={SAGE Publications Sage CA: Los Angeles, CA}
}

@article{wong2018discriminative,
  title={Discriminative conditional restricted Boltzmann machine for discrete choice and latent variable modelling},
  author={Wong, Melvin and Farooq, Bilal and Bilodeau, Guillaume-Alexandre},
  journal={Journal of choice modelling},
  volume={29},
  pages={152--168},
  year={2018},
  publisher={Elsevier}
}

@inproceedings{wong2018modelling,
  title={Modelling Latent Travel Behaviour Characteristics with Generative Machine Learning},
  author={Wong, Melvin and Farooq, Bilal},
  booktitle={2018 21st International Conference on Intelligent Transportation Systems (ITSC)},
  pages={749--754},
  year={2018},
  organization={IEEE}
}