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Submissions from 2025

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Behavioural loyalty analysis of bus passengers using multi-source data fusion, Yu Fu, Xiang Wang, Fanrui Meng, Sihan Wang, Yangchen Song, and Yutong Wang

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Dynamic inference for left behind probabilities on congested metro routes, Weiyan Mu, Xin Wang, and Shifeng Xiong

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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

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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

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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

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Big data for decision-making in public transport management: A comparison of different data sources, Valeria Maria Urbano, Marika Arena, and Giovanni Azzone

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Individual response prediction and personalized guidance strategy optimization in urban rail transit networks, Xueqin Wang, Xinyue Xu, Junyi Zhang, and Jun Liu

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Assessing urban-scale spatiotemporal heterogeneous metro station coverage using multi-source mobility data, Guozheng Zhang, Dianhai Wang, Mengwei Chen, Jiaqi Zeng, and Zhengyi Cai

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Mobility knowledge graph: review and its application in public transport, Qi Zhang, Zhenliang Ma, Pengfei Zhang, and Erik Jenelius

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Unveiling the population heterogeneity in time-money trade-offs: Insights from Beijing’s subway commuters, Xinzhu Zheng, Xuelan Yang, and Bin Meng

Submissions from 2024

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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

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Origin–destination matrices from smartphone apps for bus networks, Benedetto Barabino, Mauro Coni, Massimo Di Francesco, Andrea Obino, and Roberto Ventura

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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

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Identifying human mobility patterns using smart card data, Oded Cats

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Resilience of socio-technical transportation systems: A demand-driven community detection in human mobility structures, Ho-Yin Chan, Hanxi Ma, and Jiangping Zhou

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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

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Trends in Toronto’s Subway Ridership Recovery: An Exploratory Analysis of Wi-Fi Records, Roger Chen, Amer Shalaby, and Diego Da Silva

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Modulated spatiotemporal clustering of smart card users, Rémi Decouvelaere, Martin Trépanier, and Bruno Agard

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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

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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

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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

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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

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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

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Using Wi-Fi Connection Data to Analyze Performance of the Subway System in Toronto, Canada, Aidan Grenville, Willem Klumpenhouwer, and Amer Shalaby

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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

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Everyday mobility and citizenship: a living lab approach, Malin Henriksson, Jessica Berg, and Greger Henriksson

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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

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Public transport route choice modelling: Reducing estimation bias when using smart card data, Jesper Bláfoss Ingvardson, Mikkel Thorhauge, Otto Anker Nielsen, and Morten Eltved

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Inferring alighting bus stops from smart card data combined with cellular signaling data, Ziqin Lan, Zixuan Zhang, Jiatao Chen, and Ming Cai

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An adaptive route choice model for integrated fixed and flexible transit systems, David Leffler, Wilco Burghout, Oded Cats, and Erik Jenelius

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Navigating the transit network: Understanding riders’ information seeking behavior using trip planning data, Lisa Li and Amer Shalaby

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Investigating night shift workers’ commuting patterns using passive mobility data, Sungho Lim, Haesung Ahn, Seungchul Shin, Dongmin Lee, and Yong Hoon Kim

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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

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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

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Impacts of public transit delays and disruptions on equity seeking groups in Toronto – A time-expanded graph approach, Rick Zhaoju Liu and Amer Shalaby

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Longitudinal analysis of public transport usage by older people using a latent Markov model, Shasha Liu, Toshiyuki Yamamoto, and Toshiyuki Nakamura

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Human-Machine collaborative decision-making approach to scheduling customized buses with flexible departure times, Tao Liu, Hailin You, Konstantinos Gkiotsalitis, and Oded Cats

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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

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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

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Understanding the timing of urban morning commuting trips on mass transit railway systems, Yaochen Ma, Hai Yang, and Zhiyuan Liu

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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

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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

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Examining Transit Activity Data from StreetLight Using Ridership Data from Virginia Transit Agencies, Afrida Raida, Peter B. Ohlms, and T. Donna Chen

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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

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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

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Inferring unable-to-board commuters for overcrowded buses using smart card data, Hong En Tan and Muhamad Azfar Ramli

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Data-Driven Real-Time Denied Boarding Prediction in Urban Railway Systems, Kerem S. Tuncel, Haris N. Koutsopoulos, and Zenliang Ma

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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

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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

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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

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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

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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

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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

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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

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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

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A metro smart card data-based analysis of group travel behaviour in Shanghai, China, Yongping Zhang, Ed Manley, Karel Martens, and Michael Batty

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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

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Machine Learning Applied to Public Transportation by Bus: A Systematic Literature Review, Tielle Alexandre, Flávia Bernardini, José Viterbo, and Carlos Eduardo Pantoja

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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

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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

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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

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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

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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

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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

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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

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City Transit Rider Tweets: Understanding Sentiments and Politeness, Subasish Das and Hamsa Abbas Zubaidi

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Perception of overlap in multi-modal urban transit route choice, Malvika Dixit, Oded Cats, Ties Brands, Niels van Oort, and Serge Hoogendoorn

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Estimating Intermodal Transfer Barriers to Light Rail using Smartcard Data in Seattle, WA, James Eager, Chang-Hee Christine Bae, and Edward D. McCormack

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Artificial Intelligence Techniques for Predicting Individuals’ Mode Choice Behavior in Mansoura City, Egypt, Marwa Elharoun, Sherif M. El-Badawy, and Usama Elrawy Shahdah

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Combined Effect of Changes in Transit Service and Changes in Occupancy on Per-Passenger Energy Consumption, Huiying Fan, Hongyu Lu, Ziyi Dai, Reid Passmore, Angshuman Guin, Kari Watkins, and Randall Guensler

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Investigating occasional travel patterns based on smartcard transactions, Nir Fulman, Maria Marinov, and Itzhak Benenson

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A data fusion approach with mobile phone data for updating travel survey-based mode split estimates, Eduardo Graells-Garrido, Daniela Opitz, Francisco Rowe, and Jacqueline Arriagada

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Missing data imputation for transfer passenger flow identified from in-station WiFi systems, Wenhua Jiang, Nan Zheng, and Inhi Kim

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Understanding the land use function of station areas based on spatiotemporal similarity in rail transit ridership: A case study in Shanghai, China, Hongzan Jiao, Shibiao Huang, and Yu Zhou

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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

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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

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Social and spatial heterogeneities in COVID-19 impacts on individual's metro use: A big-data driven causality inference, Chengcheng Liu and Wenjia Zhang

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Disparities in public transit accessibility and usage by people with mobility disabilities: An evaluation using high-resolution transit data, Luyu Liu, Armita Kar, Ahmad Ilderim Tokey, Huyen T.K. Le, and Harvey J. Miller

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Nonlinear effects of built environment features on metro ridership: An integrated exploration with machine learning considering spatial heterogeneity, Mengyang Liu, Yuxuan Liu, and Yu Ye

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A congested schedule-based dynamic transit passenger flow estimator using stop count data, Qi Liu and Joseph Y.J. Chow

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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

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Influential factors in customer satisfaction of transit services: Using crowdsourced data to capture the heterogeneity across individuals, space and time, Shuli Luo, Sylvia Y. He, Susan Grant-Muller, and Linqi Song

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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

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Decoding customer experiences in rail transport service: application of hybrid sentiment analysis, Dibya Nandan Mishra and Rajeev Kumar Panda

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Nonlinear, threshold and synergistic effects of first/last-mile facilities on metro ridership, Bozhezi Peng, Yi Zhang, Chaoyang Li, Tao Wang, and Shengqiang Yuan

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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

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Exploring the potential role of bikeshare to complement public transit: The case of San Francisco amid the coronavirus crisis, Xiaodong Qian, Miguel Jaller, and Giovanni Circella

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Is ride-hailing competing or complementing public transport? A perspective from affordability, Si Qiao and Anthony Gar-On Yeh

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SentiHawkes: a sentiment-aware Hawkes point process to model service quality of public transport using Twitter data, Mohammad Masoud Rahimi, Elham Naghizade, Mark Stevenson, and Stephan Winter

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Estimating on-board passenger comfort in public transport vehicles using incomplete automatic passenger counting data, Claudio Roncoli, Ektoras Chandakas, and Ioannis Kaparias

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A supervised machine learning model for imputing missing boarding stops in smart card data, Nadav Shalit, Michael Fire, and Eran Ben-Elia

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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

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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

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Graph Supported Mode Detection within Mobile Phone Data Trajectories, Thomas Wischer, Michael Cik, and Martin Fellendorf

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Quantifying the impact of COVID-19 on travel behavior in different socio-economic segments, Haoning Xi, Qin Li, David A. Hensher, John D. Nelson, and Chinh Ho

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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

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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

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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

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Transfer Penalty Estimation of Bus Passengers Considering Travel Frequency in Chengdu, China, Pengyao Ye, Yifeng Deng, Hong Yang, and Wenbo Fan

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Clustering-Based Travel Pattern for Individual Travel Prediction of Frequent Passengers by Using Transit Smart Card, Pengyao Ye and Yiqing Ma