Submissions from 2025
Dynamic inference for left behind probabilities on congested metro routes, Weiyan Mu, Xin Wang, and Shifeng Xiong
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
Mobility knowledge graph: review and its application in public transport, Qi Zhang, Zhenliang Ma, Pengfei Zhang, and Erik Jenelius
Submissions from 2024
Identifying human mobility patterns using smart card data, Oded Cats
Modulated spatiotemporal clustering of smart card users, Rémi Decouvelaere, Martin Trépanier, and Bruno Agard
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
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
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
Factors influencing bus-to-subway transfer duration at subway stations: Evidence from large-scale smart card data in Seoul, Jaehwan Kim, Kitae Jang, and Jisup Shim
Inferring alighting bus stops from smart card data combined with cellular signaling data, Ziqin Lan, Zixuan Zhang, Jiatao Chen, and Ming Cai
A collective incentive strategy to manage ridership rebound and consumer surplus in mass transit systems, Zhiyuan Liang, Yili Tang, Jianing Yu, and Yacan Wang
Investigating night shift workers’ commuting patterns using passive mobility data, Sungho Lim, Haesung Ahn, Seungchul Shin, Dongmin Lee, and Yong Hoon Kim
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
Longitudinal analysis of public transport usage by older people using a latent Markov model, Shasha Liu, Toshiyuki Yamamoto, and Toshiyuki Nakamura
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
Deep-learning-based model for prediction of crowding in a public transit system, Arpit Shrivastava, Nishtha Rawat, and Amit Agarwal
Public-Transportation Credits: The potential of three-part tariffs in public transportation, Silvio Sticher and Kevin Blättler
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
Austria’s KlimaTicket: Assessing the short-term impact of a cheap nationwide travel pass on demand, Hannes Wallimann
Heterogeneous choice of personalized Mobility-as-a-Service bundles and its impact on sustainable transportation, Boqing Wang, Min Yang, Tao Feng, Yuyuan Yang, and Yalong Yuan
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
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
The app or the cap? Which fare innovation affects bus ridership?, Abubakr Ziedan, Ashley Hightower, Luiz Lima, and Candace Brakewood
Submissions from 2023
Perception of commuter rail transit riders/users of train services on the Accra-Nsawam Corridor, Kwabena Koforobour Agyemang, Prince Kwame Odame, Regina Obilie Amoako-Sakyi, Emmanuel Abeashi Mensah, and Albert Machistey Abane
Examining the effect of integrated ticketing on mode choice for interregional commuting: Studies among car commuters, I. B. Alhassan, B. Matthews, J. P. Toner, and Y. O. Susilo
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
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
Perception of overlap in multi-modal urban transit route choice, Malvika Dixit, Oded Cats, Ties Brands, Niels van Oort, and Serge Hoogendoorn
Estimating Intermodal Transfer Barriers to Light Rail using Smartcard Data in Seattle, WA, James Eager, Chang-Hee Christine Bae, and Edward D. McCormack
Investigating occasional travel patterns based on smartcard transactions, Nir Fulman, Maria Marinov, and Itzhak Benenson
Zone prioritisation for transit improvement using potential demand estimated from smartcard data, Etikaf Hussain, Ashish Bhaskar, and Edward Chung
Measuring activity-based social segregation using public transport smart card data, Lukas Kolkowski, Oded Cats, Malvika Dixit, Trivik Verma, Erik Jenelius, Matej Cebecauer, and Isak Jarlebring Rubensson
Trip-pair based clustering model for urban mobility of bus passengers in Macao, W. K. Ku, K. P. Kou, S. H. Lam, and K. I. Wong
Determinants of passengers' ticketing channel choice in rail transit systems: New evidence of e-payment behaviors from Xi'an, China, Xiaowei Li, Lanxin Shi, Junqing Tang, Chenyu Yang, Ting Zhao, Yuting Wang, and Wei Wang
Who is returning to public transport for non-work trips after COVID-19? Evidence from older citizens' smart cards in the UK's second largest city region, Alfie Long, Ffion Carney, and Jens Kandt
A novel modelling approach of integrated taxi and transit mode and route choice using city-scale emerging mobility data, Rakhi Manohar Mepparambath, Yong Sheng Soh, Vasundhara Jayaraman, Hong En Tan, and Muhamad Azfar Ramli
Estimation of trip purposes in public transport during the COVID-19 pandemic: The case of Santiago, Chile, Raúl Pezoa, Franco Basso, Paulina Quilodrán, and Mauricio Varas
A supervised machine learning model for imputing missing boarding stops in smart card data, Nadav Shalit, Michael Fire, and Eran Ben-Elia
Spatio-temporal analysis of carbon footprints for urban public transport systems based on smart card data, Wen-Long Shang, Yishui Chen, Qing Yu, Xuewang Song, Yanyan Chen, Xiaolei Ma, Xiqun Chen, Zhijia Tan, Jianling Huang, and Washington Ochieng
Evaluating the impact of waiting time reliability on route choice using smart card data, Sanmay Shelat, Oded Cats, Niels van Oort, and J. W.C. van Lint
Predictability of short-term passengers’ origin and destination demands in urban rail transit, Fang Yang, Chunyan Shuai, Qian Qian, Wencong Wang, Mingwei He, Min He, and Jaeyoung Lee
Detection and analysis of transfer time in urban rail transit system using WIFI data, Li Yan, Nan Si-Rui, Guo Yue, Zhu Chi-Hua, and Li Duo
How public shared bike can assist first and last mile accessibility: A case study of the MRT system in Taipei City, Taiwan, Barbara T.H. Yen, Corinne Mulley, and Chia-Jung Yeh
Transfer Penalty Estimation of Bus Passengers Considering Travel Frequency in Chengdu, China, Pengyao Ye, Yifeng Deng, Hong Yang, and Wenbo Fan
Clustering-Based Travel Pattern for Individual Travel Prediction of Frequent Passengers by Using Transit Smart Card, Pengyao Ye and Yiqing Ma
Analysis of public transit operation efficiency based on multi-source data: A case study in Brisbane, Australia, Xuexuan Zhang and Yong Wu
Spatiotemporal analysis of CO2 emissions and emission reduction potential of Beijing buses using smart card data, Jiangpeng Zheng, Zhou Huang, Xiao Zhou, Bronte Scheuer, and Han Wang
Structural change and spatial pattern of intentional travel groups: A case study of metro riders in Hong Kong, Mingzhi Zhou and Jiangping Zhou
Submissions from 2022
CIAM: A data-driven approach for classifying long-term engagement of public transport riders at multiple temporal scales, Rachel Cardell-Oliver and Doina Olaru
Transfer station choice in a multimodal transit system: An empirical study, Enhui Chen, Amanda Stathopoulos, and Yu (Marco) Nie
Fare adjustment’s impacts on travel patterns and farebox revenue: An empirical study based on longitudinal smartcard data, Ruoyu Chen and Jiangping Zhou
A knowledge graph-based method for epidemic contact tracing in public transportation, Tian Chen, Yimu Zhang, Xinwu Qian, and Jian Li
Understanding the temporal and spatial interactions between transit ridership and urban land-use patterns: an exploratory study, Merkebe Getachew Demissie and Lina Katten
Effects of system configurations of automated fare collection on transit trip origin–destination estimation in Greater Toronto and Hamilton Area, Ehab Diab, Siva Srikukenthiran, Eric J. Miller, and Khandker Nurul Habib
Effects of spatial units and travel modes on urban commuting demand modeling, Fan Gao, Jinjun Tang, and Zhitao Li
Social distancing in public transport: mobilising new technologies for demand management under the Covid-19 crisis, Daniel Hörcher, Ramandeep Singh, and Daniel J. Graham
Inferring origin and destination zones of transit trips through fusion of smart card transactions, travel surveys, and land-use data, Sanjana Hossain and Khandker Nurul Habib
Identifying Subway Passenger Flow under Large-Scale Events Using Symbolic Aggregate Approximation Algorithm, Hainan Huang, Rongjie Zhang, Chengguang Xie, and Xiaofeng Li
Imputing qualitative attributes for trip chains extracted from smart card data using a conditional generative adversarial network, Eui-Jin Kim, Dong-Kyu Kim, and Keemin Sohn
Frequency-based path flow estimator for transit origin-destination trip matrices incorporating automatic passenger count and automatic fare collection data, Guoyuan Li and Anthony Chen
Inferring passenger responses to urban rail disruptions using smart card data: A probabilistic framework, Baichuan Mo, Haris N. Koutsopoulos, and Jinhua Zhao
Investigating spatio-temporal mobility patterns and changes in metro usage under the impact of COVID-19 using Taipei Metro smart card data, Christian Martin Mützel and Joachim Scheiner
Activity-based TOD typology for seoul transit station areas using smart-card data, Yonggeun Shin, Dong-Kyu Kim, and Eui-Jin Kim
Relationship analysis of short-term origin–destination prediction performance and spatiotemporal characteristics in urban rail transit, Chunyan Shuai, Jun Shan, Jincheng Bai, Jaeyoung Lee, Min He, and Xin Ouyang
Public transport reliability across preferences, modes, and space, Jaime Soza-Parra, Sebastián Raveau, and Juan Carlos Muñoz
Unraveling the relative contribution of TOD structural factors to metro ridership: A novel localized modeling approach with implications on spatial planning, Shiliang Su, Chong Zhao, Hao Zhou, Bozhao Li, and Mengjun Kang
Examining the Discrepancies between Self-Reported and Actual Commuting Behavior at the Individual Level, Tianya Su, M. Elena Renda, and Jinhua Zhao
Optimizing bus line platform assignment across bus stations in Utrecht, Wouter ten Bosch, J. A. (Han) Hoogeveen, and Marcel E. van Kooten Niekerk
Understanding the ground access and airport choice behavior of air passengers using transit payment transaction data, Zi-Jia Wang, Hui-Hui Jia, Fangzhou Dai, and Mi Diao
How does the weather affect public transit ridership? A model with weather-passenger variations, Ming Wei
Revealing the determinants of the intermodal transfer ratio between metro and bus systems considering spatial variations, Pan Wu, Lunhui Xu, Lingshu Zhong, Kun Gao, Xiaobo Qu, and Mingyang Pei
Measuring and visualising ‘familiar strangers’ among transit riders: An exploratory study of Brisbane, Australia, Min Zhang, Renee Zahnow, Jiangping Zhou, and Jonathan Corcoran
Recovering the Association Between Unlinked Fare Machines and Stations Using Automated Fare Collection Data in Metro Systems, Pengfei Zhang, Zhenliang Ma, Xiaoxiong Weng, and Haris N. Koutsopoulos
Naïve Bayes-Based Transition Model for Short-Term Metro Passenger Flow Prediction under Planned Events, Yangyang Zhao and Zhenliang Ma
Short-Term Metro Ridership Prediction During Unplanned Events, Yangyang Zhao, Zhenliang Ma, Xinguo Jiang, and Haris N. Koutsopoulos
Submissions from 2021
Cross-Checking Automated Passenger Counts for Ridership Analysis, Simon Berrebi, Sanskruti Joshi, and Kari Watkins
Probabilistic model for destination inference and travel pattern mining from smart card data, Zhanhong Cheng, Martin Trépanier, and Lijun Sun
Attitudes to forced adoption of new technologies in public transportation services, Zsofia Cserdi and Zsofia Kenesei
Does the measured performance of bus operators depend on the index chosen to assess reliability in contracts? An analysis of bus headway variability, Javiera Godachevich and Alejandro Tirachini
Automated extraction of origin-destination demand for public transportation from smartcard data with pattern recognition, Homayoun Hamedmoghadam, Hai L. Vu, Mahdi Jalili, Meead Saberi, Lewi Stone, and Serge Hoogendoorn
Multi-Objective Optimization for Skip-Stop Strategy Based on Smartcard Data Considering Total Travel Time and Equity, Sang-Wook Han, Eun Hak Lee, and Dong-Kyu Kim
Space–time classification of public transit smart card users’ activity locations from smart card data, Li He, Martin Trépanier, and Bruno Agard
Frequent-pattern growth algorithm based association rule mining method of public transport travel stability, Song Hu, Quan Liang, Huimin Qian, Jiancheng Weng, Wei Zhou, and Pengfei Lin
A novel origin destination based transit supply index: Exploiting the opportunities with big transit data, Etikaf Hussain, Ashish Bhaskar, and Edward Chung
Transit OD matrix estimation using smartcard data: Recent developments and future research challenges, Etikaf Hussain, Ashish Bhaskar, and Edward Chung
A procedure for public transit OD matrix generation using smart card transaction data, Masood Jafari Kang, Shervin Ataeian, and S. M. Mahdi Amiripour
Assessing and Predicting Mobility Improvement of Integrating Bike-Sharing into Multimodal Public Transport Systems, Christian Kapuku, Seung-Young Kho, Dong-Kyu Kim, and Shin-Hyung Cho
Public transport fare elasticities from smartcard data: Evidence from a natural experiment, Yaroslav Kholodov, Erik Jenelius, Oded Cats, Niels van Oort, Niek Mouter, Matej Cebecauer, and Alex Vermeulen
Estimating Express Train Preference of Urban Railway Passengers Based on Extreme Gradient Boosting (XGBoost) using Smart Card Data, Eun Hak Lee, Kyoungtae Kim, Seung-Young Kho, Dong-Kyu Kim, and Shin-Hyung Cho
Minimum entropy rate-improved trip-chain method for origin–destination estimation using smart card data, Da Lei, Xuewu Chen, Long Cheng, Lin Zhang, Pengfei Wang, and Kailai Wang
Comparison of Door-to-Door Transit Travel Time Estimation Using Schedules, Real-Time Vehicle Arrivals, and Smartcard Inference Methods, Ting Li, Patrick Meredith-Karam, Hui Kong, Anson Stewart, John P. Attanucci, and Jinhua Zhao
