Submissions from 2026
Exploring traveler roles based on potential group travelers extracted from metro smart card data, Xiaoying Shi, Ruixuan Wang, Chao Wu, Dandan Liu, Haitao Xu, and Yongping Zhang
Submissions from 2025
An experiential learning-based transit route choice model using large-scale smart-card data, Jacqueline Arriagada, C. Angelo Guevara, Marcela Munizaga, and Song Gao
Do reward-based incentives via smartphones encourage modal shift to sustainable modes?, Jacqueline Arriagada, Carlo Prato, and Susan Grant-Muller
Incorporating the inertia effect into a route choice model using fare transaction data from a large-scale public transport network, Jacqueline Arriagada, Carlo Prato, and Marcela Munizaga
Bayesian inference of time-varying origin–destination matrices from boarding and alighting counts for transit services, Xiaoxu Chen, Zhanhong Cheng, and Lijun Sun
Impacts of vehicle restrictions on urban traffic speeds and transit ridership: an empirical analysis using high-frequency data, Louis de Grange, Raúl Pezoa, and Rodrigo Troncoso
Two-step Passenger-to-Train and Route Assignment Model for Urban Rail Transit, Ningning Dong, Tiezhu Li, Hui Liu, Yiyong Bo, and Fei Lin
Artificial intelligence in automatic passenger counting: cost-efficient validation using the partitioned equivalence test, David Ellenberger and Michael Siebert
Toward more reliable public transportation Wi-Fi origin–destination matrices: Modeling errors using synthetic noise and optical counts, Léa Fabre, Caroline Bayart, Alexandre Nicolas, and Patrick Bonnel
Behavioural loyalty analysis of bus passengers using multi-source data fusion, Yu Fu, Xiang Wang, Fanrui Meng, Sihan Wang, Yangchen Song, and Yutong Wang
Analyzing the transfer duration of public transport passengers using classification and regression tree-multiple-Cox proportional hazards (CART-Multi-Cox) model, Lei Gong, Pengfei Han, Tian Lei, Baicheng Li, Qin Luo, and Cheng Zhu
Nonlinear effects of transit on children’s activity range: Mobile phone data insights, ShiTing Huang and Peiling Zhou
Inertia and shock effects in public transport: The case of metro line 6 in Santiago using smart card data, Jesper Bláfoss Ingvardson, Sebastián Raveau, and Jaime Soza-Parra
Collaborative generative adversarial networks for fusing household travel survey and smart card data to generate heterogeneous activity schedules in urban digital twins, Huichang Lee, Prateek Bansal, Khoa D. Vo, and Eui-Jin Kim
Uncovering the social and spatial effects of fare cuts on public transport with mobile geolocation data, Yuan Liao, Carl Torbjörnsson, Jorge Gil, Rafael H.M. Pereira, Sonia Yeh, Niklas Gohl, Philipp Schrauth, and Laura Alessandretti
The impact of weather on public bus ridership: empirical findings from Chenzhou, China, Jinhua Li and Jie Cao
Travel self-containment of new towns in a polycentric city: insights from Shanghai with mobile phone data, Lingyue Li, De Wang, Dongcan Xie, and Yang Xiao
Integrated transit service status assessment using smart transit card big data under the x-minute city framework, Dong Liu, Jiaomin Wei, and Zihan Kan
Urban Rail Transit Fare Reconciliation Method Using Multi-Source Data, Jiajun Liu, Zhenliang Ma, Longhui Wen, Ning Zhang, and Zhendong Qian
An integrated method for inferring multimodal travel mode choices using mobile network data, Yuhang Liu, Feixiong Liao, Wei Wang, Yuchen Wang, and Jun Chen
Dynamic inference for left behind probabilities on congested metro routes, Weiyan Mu, Xin Wang, and Shifeng Xiong
The 15-minute city around one's trajectory: Evaluating food accessibility for transit users in Stockholm, Sweden, Kaitlyn Ng, Cynthia Chen, and Erik Jenelius
Identifying representative weeks: A clustering analysis of urban dynamics based on public transport data, Martín López Pavez, Jaime Soza-Parra, and Juan Carlos Herrera
A low-cost automatic people-counting system at bus stops using Wi-Fi probe requests and deep learning, Cristina Pronello, Deepan Anbarasan, Felipe Spoturno, and Giulia Terzolo
Alighting location estimation from public transit data: a case study of Shenzhen, Nilufer Sari Aslam, Joana Barros, Han Lin, Roberto Murcio, and Honghan Bei
Understanding passenger route choice behavior under the influence of detailed route information based on smart card data, Zhuangbin Shi, Wenqin Pan, Mingwei He, and Yang Liu
Adaptive inference for dynamic passenger route usage patterns in a metro network considering time-varying and heavy-tailed travel times, Zhuangbin Shi, Wei Shen, Paul Schonfeld, Yang Liu, and Ning Zhang
Utilizing a data-driven methodology to resolve the passenger-to-train assignment problem, Zhuangbin Shi, Wei Shen, Guangming Xu, Sihui Long, and Yang Liu
Why metro passengers change travel behavior: Individual-level insights from interpretable machine learning, Tianli Tang, Mo Jia, Yiwen Zhang, Haohan Hu, Mingyang Pei, Yuting Chen, and Xiaoxia Wang
Nonlinearities and threshold points in the effect of contextual features on the spatial and temporal variability of bus use in Beijing using explainable machine learning: Predictable or uncertain trips?, Sui Tao, Francisco Rowe, and Hongyu Shan
Big data for decision-making in public transport management: A comparison of different data sources, Valeria Maria Urbano, Marika Arena, and Giovanni Azzone
Personalised passenger information systems in public transport: a review and a 5-level personalisation taxonomy, Michelle T. van Ardenne, Matej Cebecauer, Oded Cats, and Zhenliang Ma
Refining Cellular Data for Accurate Trip Chain Identification: A Novel Approach for Urban Travel Analysis, Xuejin Wan, Chao Lei, Yong Liu, Qian Qiu, and Jia Wang
Heterogeneous multi-view graph gated neural networks for real-time origin-destination matrix prediction in metro systems, Fei Wu, Changjiang Zheng, Muqing Du, Wei Ma, and Junze Ma
Exploring travelers’ responses to a prepeak discount fare policy and optimizing the pricing strategy to ease peak congestion: The case of Beijing subway, Xiangming Yao, Linshan Chen, Peng Zhao, Qingru Zou, and Zijia Wang
Why do they travel backwards? Understanding passenger travel behaviour in congested urban public transport systems, Chao Yu, Haiying Li, Ziyulong Wang, Wei Ma, Rob M.P. Goverde, and Oded Cats
Assessing urban-scale spatiotemporal heterogeneous metro station coverage using multi-source mobility data, Guozheng Zhang, Dianhai Wang, Mengwei Chen, Jiaqi Zeng, and Zhengyi Cai
Mobility knowledge graph: review and its application in public transport, Qi Zhang, Zhenliang Ma, Pengfei Zhang, and Erik Jenelius
The non-linear effects of built environment on bus ridership of vulnerable people, Shanqi Zhang, Jie Zhang, Yu Yang, Yu Kong, Zhixuan Li, Yao Shen, and Jia Tang
Measuring dynamic accessibility by metro system under travel time uncertainty based on smart card data, Yongsheng Zhang, Kangyu Liang, and Becky P.Y. Loo
Unveiling the population heterogeneity in time-money trade-offs: Insights from Beijing’s subway commuters, Xinzhu Zheng, Xuelan Yang, and Bin Meng
Decoding urban transportation: Trade-offs in mode choices using big data, Linmu Zou, Zijia Wang, Rui Guo, and Lu Zhao
Submissions from 2024
Managing transit-oriented development: A comparative analysis of expert groups and multi-criteria decision making methods, Reza Abdullah, Blessy David Xavier, Hyewon Namgung, Varun Varghese, and Akimasa Fujiwara
Origin–destination matrices from smartphone apps for bus networks, Benedetto Barabino, Mauro Coni, Massimo Di Francesco, Andrea Obino, and Roberto Ventura
Impact of Station Design and Passengers Flow on Urban Rail Dwell Time: A Systemwide Analysis Using APC and AVL Data, Suryakant Buchunde, Saeid Saidi, and Shervin Ataeian
Identifying human mobility patterns using smart card data, Oded Cats
Resilience of socio-technical transportation systems: A demand-driven community detection in human mobility structures, Ho-Yin Chan, Hanxi Ma, and Jiangping Zhou
Characterising travel behaviour patterns of transport hub station area users using mobile phone data, Long Cheng, Xinmei Cai, Zhuo liu, Zhiren Huang, Wendong Chen, and Frank Witlox
Trends in Toronto’s Subway Ridership Recovery: An Exploratory Analysis of Wi-Fi Records, Roger Chen, Amer Shalaby, and Diego Da Silva
Modulated spatiotemporal clustering of smart card users, Rémi Decouvelaere, Martin Trépanier, and Bruno Agard
To ride-hail or not to ride-hail? Complementarity and competition between public transit and transportation network companies through the lens of app data, Hengfang Deng, Edgar Castro, Sage Gibbons, Justin de Benedictus-Kessner, Ryan Qi Wang, and Daniel T. O'Brien
Bus Line Shift Behaviour: Evidence of Influential Factors based on Smart Card Data, Leise Kelli de Oliveira, Cassiano Augusto Isler, Gustavo Balieiro, Tulio Lima Lessa Carvalho, and Marco Adriano Littig
Impacts of new metro lines on the activity space of older people, Mi Diao, Keyu Lin, and Zheng Chang
Estimation of dynamic Origin–Destination matrices in a railway transportation network integrating ticket sales and passenger count data, Greta Galliani, Piercesare Secchi, and Francesca Ieva
Analyzing spatiotemporal distribution patterns of metro ridership: Comparison between common-class and business-class carriage service, Fan Gao, Chunyang Han, Linchuan Yang, Jian Liang, Xuan He, and Fan Li
Framework for evaluating online public opinions on urban rail transit services through social media data classification and mining, Shi-Hao Gong, Jing Teng, Chu-Yu Duan, and Shao-Jie Liu
Using Wi-Fi Connection Data to Analyze Performance of the Subway System in Toronto, Canada, Aidan Grenville, Willem Klumpenhouwer, and Amer Shalaby
Methods of measuring mode share and mode shift at different spatial scales and timescales, Clarissa Han, Robert Kochhan, Daniel Ainalis, Amolika Sinha, and Ronny Kutadinata
Everyday mobility and citizenship: a living lab approach, Malin Henriksson, Jessica Berg, and Greger Henriksson
Investigating socio-spatial differentiation for metro travelers using smart card data: Older people vs. others, Jie Huang, Meicheng Xiong, Jiaoe Wang, Long Cheng, and Haoran Yang
Public transport route choice modelling: Reducing estimation bias when using smart card data, Jesper Bláfoss Ingvardson, Mikkel Thorhauge, Otto Anker Nielsen, and Morten Eltved
Inferring alighting bus stops from smart card data combined with cellular signaling data, Ziqin Lan, Zixuan Zhang, Jiatao Chen, and Ming Cai
An adaptive route choice model for integrated fixed and flexible transit systems, David Leffler, Wilco Burghout, Oded Cats, and Erik Jenelius
Navigating the transit network: Understanding riders’ information seeking behavior using trip planning data, Lisa Li and Amer Shalaby
Investigating night shift workers’ commuting patterns using passive mobility data, Sungho Lim, Haesung Ahn, Seungchul Shin, Dongmin Lee, and Yong Hoon Kim
Socio-Economic and Spatial Disparity of Bus Ridership Impacts in King County, Washington, During COVID-19, Joanne Yuh-Jye Lin, Cynthia Chen, and Ohay Angah
Assessing effects of pandemic-related policies on individual public transit travel patterns: A Bayesian online changepoint detection based framework, Yuqian Lin, Yang Xu, Zhan Zhao, Wei Tu, Sangwon Park, and Qingquan Li
Impacts of public transit delays and disruptions on equity seeking groups in Toronto – A time-expanded graph approach, Rick Zhaoju Liu and Amer Shalaby
Longitudinal analysis of public transport usage by older people using a latent Markov model, Shasha Liu, Toshiyuki Yamamoto, and Toshiyuki Nakamura
Human-Machine collaborative decision-making approach to scheduling customized buses with flexible departure times, Tao Liu, Hailin You, Konstantinos Gkiotsalitis, and Oded Cats
Efficiency and equality of the multimodal travel between public transit and bike-sharing accounting for multiscale, Zhihang Liu, Chenyu Fang, Hao Li, Jinlin Wu, Lin Zhou, and Martin Werner
Evaluation and determinants of metro users' regularity: Insights from transit one-card data, Xinwei Ma, Xiaolin Tian, Zejin Jin, Hongjun Cui, Yanjie Ji, and Long Cheng
Understanding the timing of urban morning commuting trips on mass transit railway systems, Yaochen Ma, Hai Yang, and Zhiyuan Liu
Using Geographically Weighted Models to Explore Temporal and Spatial Varying Impacts on Commute Trip Change Resulting from COVID-19, Saeed Saleh Namadi, Behnam Tahmasbi, Asal Mehditabrizi, Aref Darzi, and Deb Niemeier
Early Pandemic Behaviors and the Role of Vaccines in Reversing Pandemic Mobility Trends: Evidence from a U.S. Panel, Hassan Obeid, Michael Anderson, Mohamed Amine Bouzaghrane, Meiqing Li, Madeleine Parker, Drake Hayes, Karen Frick, Daniel Rodriguez, Daniel Chatman, Raja Sengupta, and Joan Walker
Examining Transit Activity Data from StreetLight Using Ridership Data from Virginia Transit Agencies, Afrida Raida, Peter B. Ohlms, and T. Donna Chen
Evaluation Framework for Multi-Modal Public Transport Systems Based on Connectivity and Transfers at Stop Level, Charalampos Sipetas, Zhiren Huang, and Alonso Espinosa Mireles de Villafranca
A data-driven framework for natural feature profile of public transport ridership: Insights from Suzhou and Lianyungang, China, Tianli Tang, Ziyuan Gu, Yuanxuan Yang, Haobo Sun, Siyuan Chen, and Yuting Chen
Inferring unable-to-board commuters for overcrowded buses using smart card data, Hong En Tan and Muhamad Azfar Ramli
Data-Driven Real-Time Denied Boarding Prediction in Urban Railway Systems, Kerem S. Tuncel, Haris N. Koutsopoulos, and Zenliang Ma
Individual response prediction and personalized guidance strategy optimization in urban rail transit networks, Xueqin Wang, Xinyue Xu, Junyi Zhang, and Jun Liu
Deep Learning Model for Short-Term Origin–Destination Distribution Prediction in Urban Rail Transit Network Considering Destination Choice Behavior, Yue Wang, Enjian Yao, Yongsheng Zhang, Long Pan, and He Hao
Identifying the Optimum Combination of Use of Smartphone Apps and Hedonic Motivation for Increasing Public Transit Loyalty: An fsQCA Approach, Yang Wu, Jiatao Chen, Yongping Zhang, Yang Zhang, and Lizhen Zhou
The 2-month lockdown and commuting behavior transformation in Shanghai: A phone signal data-based analysis, Weiye Xiao, Han Li, Feng Yuan, and Wen Chen
Estimation of schedule preference and crowding perception in urban rail corridor commuting: An inverse optimization method, Pu Xu, Tian-Liang Liu, Qiong Tian, Bingfeng Si, Wei Liu, and Hai-Jun Huang
Multi-group exploration of the built environment and metro ridership: Comparison of commuters, seniors and students, Haoran Yang, Qinran Zhang, Jing Wen, Xu Sun, and Linchuan Yang
Data-Driven Approach for Measuring and Managing Physical Distancing in Subways during Pandemic Conditions, Hyunsoo Yun, Eun Hak Lee, Sedong Moon, and Dong-Kyu Kim
Non-linear impact of the built environment on metro commuter flows before and after the COVID-19 outbreak: A case study in Guangzhou, Peng Zang, Hualong Qiu, Yun Yu, Kaihan Chen, Haifan Zhang, Bingjiang Ye, and Hongxu Guo
Effects of built environment on metro ridership at a microscopic scale: a case study of Xi’an, China, Siyi Zhang, Yonggang Wang, Zixuan Liu, and Jiazhuo Huang
A metro smart card data-based analysis of group travel behaviour in Shanghai, China, Yongping Zhang, Ed Manley, Karel Martens, and Michael Batty
Origin–destination matrix estimation for public transport: A multi-modal weighted graph approach, Dong Zhao, Adriana-Simona Mihăiţă, Yuming Ou, Hanna Grzybowska, and Mo Li
Submissions from 2023
Machine Learning Applied to Public Transportation by Bus: A Systematic Literature Review, Tielle Alexandre, Flávia Bernardini, José Viterbo, and Carlos Eduardo Pantoja
The effect of economic incentives and cooperation messages on user participation in crowdsourced public transport technologies, Jacqueline Arriagada, Claudio Mena, Marcela Munizaga, and Daniel Schwartz
Relating emotions, psychophysiological indicators and context in public transport trips: Case study and a joint framework for data collection and analysis, Carlos Barría, C. Angelo Guevara, Angel Jmenez-Molina, and Sebastian Seriani
Crowding on public transport using smart card data during the COVID-19 pandemic: New methodology and case study in Chile, Franco Basso, Jonathan Frez, Hugo Hernández, Víctor Leiva, Raúl Pezoa, and Mauricio Varas
Comparison of station-based and free-floating bikeshare systems as feeder modes to the metro, Long Cheng, Jie Huang, Tanhua Jin, Wendong Chen, Aoyong Li, and Frank Witlox
A holistic data-driven framework for developing a complete profile of bus passengers, Siyuan Chen, Xin Liu, Cheng Lyu, Ljubo Vlacic, Tianli Tang, and Zhiyuan Liu
I can board, but I’d rather wait: Active boarding delay choice behaviour analysis using smart card data in metro systems, Xin Chen, Yu Jiang, Jesper Bláfoss Ingvardson, Xia Luo, and Otto Anker Nielsen
A recursive stochastic transit equilibrium model estimated using passive data from Santiago, Chile, Cristián E. Cortés, Pedro Donoso, Leonel Gutiérrez, Daniel Herl, and Diego Muñoz
City Transit Rider Tweets: Understanding Sentiments and Politeness, Subasish Das and Hamsa Abbas Zubaidi
