Using GANs for Generation of Realistic City-Scale Ride Sharing/Hailing Data Sets

no code implementations • ICLR 2019 • Abhinav Jauhri, Brad Stocks, Jian Hui Li, Koichi Yamada, John Paul Shen

This paper focuses on the synthetic generation of human mobility data in urban areas.

On the Real-time Vehicle Placement Problem

1 code implementation • 4 Dec 2017 • Abhinav Jauhri, Carlee Joe-Wong, John Paul Shen

Motivated by ride-sharing platforms' efforts to reduce their riders' wait times for a vehicle, this paper introduces a novel problem of placing vehicles to fulfill real-time pickup requests in a spatially and temporally changing environment.

Scheduling

Space-Time Graph Modeling of Ride Requests Based on Real-World Data

1 code implementation • 23 Jan 2017 • Abhinav Jauhri, Brian Foo, Jerome Berclaz, Chih Chi Hu, Radek Grzeszczuk, Vasu Parameswaran, John Paul Shen

We show the pattern of ride requests and the potential of ride pooling for a city can be characterized by the densification factor of the ride request graphs.