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Public Transport Commuting Analytics: A Longitudinal Study Based on GPS Tracking and Unsupervised Learning
16 references·4 citing·43 second hop
Public Transport Commuting Analytics: A Longitudinal Study Based on GPS Tracking and Unsupervised Learning (2023)Public Transport Commuting Analytics: A L…The impact of COVID-19 pandemic on public transport usage and route choice: Evidences from a long-term tracking study in urban area (2021)The impact of COVID-19 pandem…Measuring Regularity of Individual Travel Patterns (2017)Measuring Regularity of Indiv…Examining associations between urban design attributes and transport mode choice for walking, cycling, public transport and private motor vehicle trips (2017)Examining associations betwee…Understanding individual routing behaviour (2016)Understanding individual rout…Understanding commuting patterns using transit smart card data (2016)Understanding commuting patte…Inferring patterns in the multi-week activity sequences of public transport users (2016)Inferring patterns in the mul…Exploring Universal Patterns in Human Home-Work Commuting from Mobile Phone Data (2014)Exploring Universal Patterns …Behavioural data mining of transit smart card data: A data fusion approach (2014)Behavioural data mining of tr…Passengers’ Perception of and Behavioral Adaptation to Unreliability in Public Transportation (2013)Passengers’ Perception of and…Mining smart card data for transit riders’ travel patterns (2013)Mining smart card data for tr…Future Mobility Survey (2013)Future Mobility SurveyUse of Entry-Only Automatic Fare Collection Data to Estimate Linked Transit Trips in New York City (2009)Use of Entry-Only Automatic F…Constructing an Automated Bus Origin–Destination Matrix Using Farecard and Global Positioning System Data in São Paulo, Brazil (2008)Constructing an Automated Bus…Individual Trip Destination Estimation in a Transit Smart Card Automated Fare Collection System (2007)Individual Trip Destination E…Introduction: Habitual travel choice (2003)Introduction: Habitual travel…Habitual travel behaviour: Evidence from a six-week travel diary (2003)Habitual travel behaviour: Ev…Do nearby activities result in short trips? Examining the relationship between spatial accessibility and travel behaviour in 15-minute neighbourhoods (2026)Do nearby activities result i…Overcoming Data Scarcity in Transit Planning: A Novel Framework Combining Machine Learning and Metaheuristics (2025)Overcoming Data Scarcity in T…Studying transfers in informal transport networks using volunteered GPS data (2024)Studying transfers in informa…Extracting Spatiotemporal Bus Passenger Trip Typologies from Noisy Mobile Ticketing Boarding Data (2023)Extracting Spatiotemporal Bus…Belief, Attitude, Intention and Behavior: An Introduction to Theory and Research (1975)Understanding Attitudes and Predicting Social Behavior (1980)The theory of planned behavior (1991)Urban Form and a Child’s Trip to School: The Current Literature and a Framework for Future Research (2005)When Transport Geography Meets Social Psychology: Toward a Conceptual Model of Travel Behaviour (2010)How is COVID-19 reshaping activity-travel behavior? 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(1970)THE AUTOMATIC ACTIVATION OF GOAL-DIRECTED BEHAVIOUR: THE CASE OF TRAVEL HABIT (2000)Observing the rhythms of daily life: A six-week travel diary (2002)Spatiotemporal Patterns of Urban Human Mobility (2012)Conceptualization and measurement of environmental exposure in epidemiology: Accounting for activity space related to daily mobility (2013)Understanding urban human activity and mobility patterns using large-scale location-based data from online social media (2013)Smart card data use in public transit: A literature review (2011)Estimation of a disaggregate multimodal public transport Origin–Destination matrix from passive smartcard data from Santiago, Chile (2012)The promises of big data and small data for travel behavior (aka human mobility) analysis (2016)A geographically and temporally weighted regression model to explore the spatiotemporal influence of built environment on transit ridership (2018)Deriving and validating trip purposes and travel modes for multi-day GPS-based travel surveys: A large-scale application in the Netherlands (2009)Tracking employment shocks using mobile phone data (2015)Perspectives of the use of smartphones in travel behaviour studies: Findings from a literature review and a pilot study (2018)Addressing the Linkages between Gender and Transport in Low- and Middle-Income Countries (2019)The scaling laws of human travel (2006)Understanding individual human mobility patterns (2008)Limits of Predictability in Human Mobility (2010)Uncovering the spatial structure of mobility networks (2015)African Mining, Gender, and Local Employment (2016)Spatiotemporal distribution characteristics and mechanism analysis of urban population density: A case of Xi'an, Shaanxi, China (2018)The potential of public transport smart card data (2005)Bus Passenger Origin-Destination Estimation and Related Analyses Using Automated Data Collection Systems (2011)Clustering Smart Card Data for Urban Mobility Analysis (2016)BIOGEME: a free package for the estimation of discrete choice models (2003)Validating and improving public transport origin–destination estimation algorithm using smart card fare data (2016)Analyzing year-to-year changes in public transport passenger behaviour using smart card data (2017)Public transport trip purpose inference using smart card fare data (2018)Multiple Attribute Decision Making: Methods and Applications (1981)Lockdowned: Everyday mobility changes in response to COVID-19 (2020)The impacts of COVID-19 pandemic on public transit demand in the United States (2020)Travel demand and the 3Ds: Density, diversity, and design (1997)World Population Prospects The 2006 Revision (2007)From Millennium Development Goals to Sustainable Development Goals (2012)Transforming Our Cities: Best Practices Towards Clean Air and Active Transportation (2019)Exploring built environment impacts on transit use – an updated meta-analysis (2020)A composite X-minute city cycling accessibility metric and its role in assessing spatial and socioeconomic inequalities – A case study in Utrecht, the Netherlands (2022)Public transport for smart cities: Recent innovations and future challenges (2022)
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References

  • 2013Mining smart card data for transit riders’ travel patterns606 cited
  • 2003Introduction: Habitual travel choice486 cited
  • 2003Habitual travel behaviour: Evidence from a six-week travel diary375 cited
  • 2007Individual Trip Destination Estimation in a Transit Smart Card Automated Fare Collection System372 cited
  • 2016Understanding commuting patterns using transit smart card data351 cited
  • 2014Exploring Universal Patterns in Human Home-Work Commuting from Mobile Phone Data329 cited
  • 2014Behavioural data mining of transit smart card data: A data fusion approach278 cited
  • 2013Future Mobility Survey227 cited
  • 2016Inferring patterns in the multi-week activity sequences of public transport users197 cited
  • 2017Examining associations between urban design attributes and transport mode choice for walking, cycling, public transport and private motor vehicle trips174 cited
  • 2017Measuring Regularity of Individual Travel Patterns122 cited
  • 2009Use of Entry-Only Automatic Fare Collection Data to Estimate Linked Transit Trips in New York City122 cited
  • 2016Understanding individual routing behaviour116 cited
  • 2008Constructing an Automated Bus Origin–Destination Matrix Using Farecard and Global Positioning System Data in São Paulo, Brazil106 cited

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  • 2021The impact of COVID-19 pandemic on public transport usage and route choice: Evidences from a long-term tracking study in urban area103 cited
  • 2013Passengers’ Perception of and Behavioral Adaptation to Unreliability in Public Transportation103 cited
  • Cited by

    • 2023Extracting Spatiotemporal Bus Passenger Trip Typologies from Noisy Mobile Ticketing Boarding Data5 cited
    • 2024Studying transfers in informal transport networks using volunteered GPS data5 cited
    • 2025Overcoming Data Scarcity in Transit Planning: A Novel Framework Combining Machine Learning and Metaheuristics4 cited
    • 2026Do nearby activities result in short trips? Examining the relationship between spatial accessibility and travel behaviour in 15-minute neighbourhoods3 cited