4 papers
Generating Realistic Individual Activity Schedules via Activity Location Allocation Based on Simulated Travel Times
Tatsuya Mitomi, Yahya Gamal, Esra Suel +3
Individual level daily activity schedules are essential for a wide range of applications, including infectious disease control, urban transportation planning, and policy design. In…
MATraM: A Multi-Activity Transport and Mobility Agent-Based Model for Activity Modifications
Yahya Gamal, Ricardo Colasanti, Gary Polhill +3
This paper introduces the Multi-Activity Transport & Mobility (MATraM) Agent-Based Model (ABM), a novel framework designed to advance activity-based transport modelling by incorpor…
Designing Dynamic Pricing for Bike-sharing Systems via Differentiable Agent-based Simulation
Tatsuya Mitomi, Fumiyasu Makinoshima, Fumiya Makihara +1
Bike-sharing systems are emerging in various cities as a new ecofriendly transportation system. In these systems, spatiotemporally varying user demands lead to imbalanced inventory…
Fully Data-driven but Interpretable Human Behavioural Modelling with Differentiable Discrete Choice Model
Fumiyasu Makinoshima, Tatsuya Mitomi, Fumiya Makihara +1
Discrete choice models are essential for modelling various decision-making processes in human behaviour. However, the specification of these models has depended heavily on domain k…