Publications
I have published 1 book chapter, more than 50 peer-reviewed journal articles, and more than 30 conference proceedings and presentations on the topics of travel demand modeling, travel behavior, agent-based models, transportation big-data, advanced econometrics, and transportation and health. The most cited studies can be found here on this page. A full list of publications is available upon request.
Published in Proceedings of National Academy of Sciences (PNAS), 2020
U.S. county level human mobility were measured from individual level passively collected data and linked to a panel data model for modeling and predicting SARS-CoV-2 pandemic in the U.S.
Recommended citation: Xiong, et. al., (2020). "Mobile device data reveal the dynamics in a positive relationship between human mobility and COVID-19 infections." Proceedings of National Academy of Sciences (PNAS). 117 (44) 27087-27089. https://www.pnas.org/doi/full/10.1073/pnas.2010836117
Published in Transportation Research Part C: Emerging Technologies, 2020
This paper studied an integrated incentivization mechanism that realisticly models subjects` behavioral response to different types of incentives and optimizes the incentive allocation with a control optimizer.
Recommended citation: Xiong et al., (2010). "An integrated and personalized traveler information and incentive scheme for energy efficient mobility systems." Transportation Research Part C: Emerging Technologies. 113, 57-73. https://www.sciencedirect.com/science/article/pii/S0968090X18317364
Published in Transportation Science, 2018
This paper extends the dynamically formulated hidden Markov models to a high-order hidden Markov model (HO-HMM) formulation. In the HO-HMM, the Markovian assumption that the future states (interpreted as the states of preferences or attitudes) depend only on the current state has been relaxed. Instead, the HO-HMM generalizes that the future states will depend on a number of states occurring beforehand.
Recommended citation: Xiong et. al., (2018). "A high-order hidden Markov model and its applications for dynamic car ownership analysis." Transportation Science. 52 (6), 1365-1375. https://pubsonline.informs.org/doi/abs/10.1287/trsc.2017.0792
