A systematic literature review on machine learning in shared mobility

J Teusch, JN Gremmel, C Koetsier… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
Shared mobility has emerged as a sustainable alternative to both private transportation and
traditional public transport, promising to reduce the number of private vehicles on roads …

Physics-guided active sample reweighting for urban flow prediction

W Jiang, T Chen, G Ye, W Zhang, L Cui… - Proceedings of the 33rd …, 2024 - dl.acm.org
Urban flow prediction is a spatio-temporal modelling task that estimates the throughput of
transportation services like buses, taxis, and ride-sharing, where data-driven models have …

Diffusion probabilistic model for bike-sharing demand recovery with factual knowledge fusion

L Huang, P Li, Q Gao, G Liu, Z Luo, T Li - Neural Networks, 2024 - Elsevier
The mining of diverse patterns from bike flow has attracted widespread interest from
researchers and practitioners. Prior arts concentrate on forecasting the flow evolution from …

Closest pairs search over data stream

R Zhu, B Wang, X Yang, B Zheng - … of the ACM on Management of Data, 2023 - dl.acm.org
k-closest pair (KCP for short) search is a fundamental problem in database research. Given
a set of d-dimensional streaming data S, KCP search aims to retrieve k pairs with the …

A second-pricing based incentive-compatible mechanism for matching and pricing in ride-sharing

B Shi, L Fu, Z Cao, L Zhu - Expert Systems with Applications, 2024 - Elsevier
As a novel and economical transportation way, ride-sharing has attracted more and more
passengers and drivers to participate. How to match passengers with drivers efficiently has …

Two-Sided Instant Incentive Optimization under a Shared Budget in Ride-Hailing Services

J Chen, X Liu, W Liu, H Jiang - 2023 IEEE 39th International …, 2023 - ieeexplore.ieee.org
Ride-hailing has become a popular service in recent years. For each ride-hailing request,
after the platform determines the fare for the passenger and the commission for the driver, it …

Opponent-aware Order Pricing towards Hub-oriented Mobility Services

Z Wu, L Zheng, CJ Zhang, H Zhu… - 2023 IEEE 39th …, 2023 - ieeexplore.ieee.org
Hub-oriented mobility services have gained great developments in recent years, enabling
riders to simultaneously call vehicles from multiple mobility-supply companies (agents) on a …