68 citations · 265 across the 47 of their papers we have counts for
5 papers · 1 filter
Comparison of home detection algorithms using smartphone GPS data
Rajat Verma, Shagun Mittal, Zengxiang Lei +2
Estimation of people's home locations using location-based services data from smartphones is a common task in human mobility assessment. However, commonly used home detection algor…
Impact of Transportation Network Companies on Labor Supply and Wages for Taxi Drivers
Lu Ling, Xinwu Qian, Satish V. Ukkusuri
While the growth of TNCs took a substantial part of ridership and asset value away from the traditional taxi industry, existing taxi market policy regulations and planning models r…
Supporting Post-disaster Recovery with Agent-based Modeling in Multilayer Socio-physical Networks
Jiawei Xue, Sangung Park, Washim Uddin Mondal +3
The examination of post-disaster recovery (PDR) in a socio-physical system enables us to elucidate the complex relationships between humans and infrastructures. Although existing s…
Cooperating Graph Neural Networks with Deep Reinforcement Learning for Vaccine Prioritization
Lu Ling, Washim Uddin Mondal, Satish V +1
This study explores the vaccine prioritization strategy to reduce the overall burden of the pandemic when the supply is limited. Existing methods conduct macro-level or simplified…
Mean-Field Control based Approximation of Multi-Agent Reinforcement Learning in Presence of a Non-decomposable Shared Global State
Washim Uddin Mondal, Vaneet Aggarwal, Satish V. Ukkusuri
Mean Field Control (MFC) is a powerful approximation tool to solve large-scale Multi-Agent Reinforcement Learning (MARL) problems. However, the success of MFC relies on the presump…