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This study investigates the network characteristics of high-frequency (HF) and low-frequency (LF) travelers in urban public transport systems by analyzing 20 million smart card records from Beijing's transit network. A novel methodology…

Social and Information Networks · Computer Science 2025-02-25 Li Sun , Negin Ashrafi , Maryam Pishgar

Both evaluating the service quality of a public transport system and understanding how passengers choose between modes or routes is imperative for public transport operators, providers of competing mobility services and policy makers.…

Optimization and Control · Mathematics 2025-08-27 Rolf Nelson van Lieshout , Kevin Dalmeijer

Predicting future bus trip chains for an existing user is of great significance for operators of public transit systems. Existing methods always treat this task as a time-series prediction problem, but the 1-dimensional time series…

Machine Learning · Computer Science 2024-12-17 Xiannan Huang , Yixin Chen , Quan Yuan , Chao Yang

Given a public transportation network of stations and connections, we want to find a minimum subset of stations such that each connection runs through a selected station. Although this problem is NP-hard in general, real-world instances are…

Social and Information Networks · Computer Science 2019-05-30 Thomas Bläsius , Philipp Fischbeck , Tobias Friedrich , Martin Schirneck

Smartphone apps provide a vitally important opportunity for monitoring human mobility, human experience of ubiquitous information aids, and human activity in our increasingly well-instrumented spaces. As wireless data capabilities move…

Computers and Society · Computer Science 2018-06-22 Scott Kirkpatrick , Ron Bekkerman , Adi Zmirli , Francesco Malandrino

The rise in urbanization throughout the United States (US) in recent years has required urban planners and transportation engineers to have greater consideration for the transportation services available to residents of a metropolitan…

Applications · Statistics 2021-11-18 Armstrong Aboah , Lydia Johnson , Setul Shah

Recent years have witnessed an increased focus on interpretability and the use of machine learning to inform policy analysis and decision making. This paper applies machine learning to examine travel behavior and, in particular, on modeling…

Machine Learning · Computer Science 2019-02-11 Xilei Zhao , Xiang Yan , Pascal Van Hentenryck

Passenger flow allows the study of users' behavior through the public network and assists in designing new facilities and services. This flow is observed through interactions between passengers and infrastructure. For this task, Bluetooth…

Human-Computer Interaction · Computer Science 2024-02-20 Valentino Servizi. , Dan R. Persson , Francisco C. Pereira , Hannah Villadsen , Per Bækgaard , Inon Peled , Otto A. Nielsen

Opportunistic networks (OppNets) are modern types of intermittently connected networks in which mobile users communicate with each other via their short-range devices to share data among interested observers. In this setting, humans are the…

Social and Information Networks · Computer Science 2020-08-14 Poria Pirozmand , Guowei Wu , Behrouz Jedari , Feng Xia

Travel time prediction is central to transport geography and planning's accessibility analyses, sustainable transportation infrastructure provision, and active transportation interventions. However, calculating accurate travel times,…

Physics and Society · Physics 2026-02-18 Geoff Boeing , Yuquan Zhou

We assume that urban travelers may prefer flexible modes of transportation over conventional public transport (PT) for making non-routine trips, and estimate the potential for such modal switch based on a database of 63 million smartcard…

Physics and Society · Physics 2022-12-12 Nir Fulman , Maria Marinov , Itzhak Benenson

This study analyzes mobile phone data derived from 10 million daily active users across the United States to better understand the spatio-temporal activity patterns of users in Central Park, New York. The aim of this initial investigation…

Computers and Society · Computer Science 2018-01-09 Wenfei Xu

Mobile navigation apps are among the most used mobile applications and are often used as a baseline to evaluate new mobile navigation technologies in field studies. As field studies often introduce external factors that are hard to control…

Transportation systems can be conceptualized as an instrument of spreading people and resources over the territory, playing an important role in developing sustainable cities. The current rationale of transport provision is based on…

Physics and Society · Physics 2019-08-05 J. Siqueira-Gay , M. A. Giannotti , M. Sester

The analysis of longitudinal travel data enables investigating how mobility patterns vary across the population and identify the spatial properties thereof. The objective of this study is to identify the extent to which users explore…

Physics and Society · Physics 2021-07-01 Oded Cats , Francesco Ferranti

Understanding the dynamics of passenger interactions and their epidemiological impact throughout public transportation systems is crucial for both service efficiency and public health. High passenger density and close physical proximity has…

Social and Information Networks · Computer Science 2025-01-28 László Hajdu , Jovan Pavlović , Miklós Krész , András Bóta

Understanding urban mobility patterns and analyzing how people move around cities helps improve the overall quality of life and supports the development of more livable, efficient, and sustainable urban areas. A challenging aspect of this…

Computers and Society · Computer Science 2024-09-05 Prabin Bhandari , Antonios Anastasopoulos , Dieter Pfoser

Drivers offering spare seats in their vehicles on long-distance (interurban) trips often have to pick up or drop off passengers in cities en route. In that case it is necessary to agree on a meeting point. Often, this is done by proposing…

Physics and Society · Physics 2017-09-26 Paul Czioska , Aleksandar Trifunović , Sophie Dennisen , Monika Sester

With the increased focus on making cities "smarter", we see an upsurge in investment in sensing technologies embedded in the urban infrastructure. The deployment of GPS sensors aboard taxis and buses, smartcards replacing paper tickets, and…

Signal Processing · Electrical Eng. & Systems 2019-04-05 Kasthuri Jayarajah , Vigneshwaran Subbaraju , Noel Athaide , Lakmal Meegahapola , Andrew Tan , Archan Misra

Public-transit systems face a number of operational challenges: (a) changing ridership patterns requiring optimization of fixed line services, (b) optimizing vehicle-to-trip assignments to reduce maintenance and operation codes, and (c)…

Systems and Control · Electrical Eng. & Systems 2021-07-02 Ruixiao Sun , Rongze Gui , Himanshu Neema , Yuche Chen , Juliette Ugirumurera , Joseph Severino , Philip Pugliese , Aron Laszka , Abhishek Dubey