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Data-driven choice set generation and estimation of route choice models
16 references·14 citing·42 second hopsampled
Data-driven choice set generation and estimation of route choice models (2020)Data-driven choice set generation and est…Evaluating a data-driven approach for choice set identification using GPS bicycle route choice data from Amsterdam (2018)Evaluating a data-driven appr…Applying a random forest method approach to model travel mode choice behavior (2018)Applying a random forest meth…How Do People Cycle in Amsterdam, Netherlands?: Estimating Cyclists’ Route Choice Determinants with GPS Data from an Urban Area (2017)How Do People Cycle in Amster…A discounted recursive logit model for dynamic gridlock network analysis (2017)A discounted recursive logit …Bike route choice modeling using GPS data without choice sets of paths (2016)Bike route choice modeling us…Analyzing walking route choice through built environments using random forests and discrete choice techniques (2016)Analyzing walking route choic…An analysis of drivers route choice behaviour using GPS data and optimal alternatives (2015)An analysis of drivers route …A link based network route choice model with unrestricted choice set (2013)A link based network route ch…Route choice sets for very high-resolution data (2012)Route choice sets for very hi…Sampling of alternatives for route choice modeling (2009)Sampling of alternatives for …On Modelling Route Choice Sets in Transportation Networks: A Synthesis (2008)On Modelling Route Choice Set…EFFECTS OF CHOICE SET SIZE AND ROUTE CHOICE MODELS ON PATH-BASED TRAFFIC ASSIGNMENT (2008)EFFECTS OF CHOICE SET SIZE AN…Evaluation of choice set generation algorithms for route choice models (2006)Evaluation of choice set gene…Applying Branch-and-Bound Technique to Route Choice Set Generation (2006)Applying Branch-and-Bound Tec…NETWORK KNOWLEDGE AND ROUTE CHOICE (2002)NETWORK KNOWLEDGE AND ROUTE C…MODELLING INTER URBAN ROUTE CHOICE BEHAVIOUR (1984)MODELLING INTER URBAN ROUTE C…Modelling route choice in public transport with deep learning (2025)Modelling route choice in pub…Effects of road greenery and sky openness on non-commuting cycling route choice: insights from online map navigation (2025)Effects of road greenery and …Adaptive scootability index: Built environment, travel purpose and e-scooter preferred route (2025)Adaptive scootability index: …Travel behaviour and game theory: A review of route choice modeling behaviour (2024)Travel behaviour and game the…Route choice modelling for an urban rail transit network: past, recent progress and future prospects (2024)Route choice modelling for an…Potentials of digital twin system for analyzing travel behavior decisions (2024)Potentials of digital twin sy…Performance evaluation of path choice set generation algorithms for route choice modelling (2024)Performance evaluation of pat…Ensemble methods for route choice (2024)Ensemble methods for route ch…Enhancing choice-set generation and route choice modeling with data- and knowledge-driven approach (2024)Enhancing choice-set generati…Comparing and contrasting choice model and machine learning techniques in the context of vehicle ownership decisions (2023)Comparing and contrasting cho…A Route Choice Model for the Investigation of Drivers’ Willingness to Choose a Flyover Motorway in Greece (2023)A Route Choice Model for the …Influence of smartphone traffic application information on drivers’ route choice behaviours (2022)Influence of smartphone traff…Bi-level clustering of vehicle trajectories for path choice set and its nested structure identification (2022)Bi-level clustering of vehicl…Choice modelling in the age of machine learning - Discussion paper (2021)Choice modelling in the age o…Discrete Choice Analysis: Theory and Application to Travel Demand. (1987)Prospect theory: An analysis of decision under risk (1988)Advances in prospect theory: Cumulative representation of uncertainty (1992)Generalized random utility model (2002)BIOGEME: a free package for the estimation of discrete choice models (2003)Route choice of cyclists in Zurich (2010)Stated choice methods analysis and applications (2000)Stated Choice Methods (2000)A GPS data-based analysis of built environment influences on bicyclist route preferences (2017)A big data approach to understanding pedestrian route choice preferences: Evidence from San Francisco (2021)The impact of COVID-19 pandemic on public transport usage and route choice: Evidences from a long-term tracking study in urban area (2021)MODELING THE CHOICE OF RESIDENTIAL LOCATION (1978)Mixed MNL models for discrete response (2000)Hot, congested, crowded and diverse: Emerging research agendas in planning (2009)Do People Use the Shortest Path? An Empirical Test of Wardrop’s First Principle (2015)Boundedly rational route choice behavior: A review of models and methodologies (2016)Studies in the Economics of Transportation. (1956)Optimal Replacement of GMC Bus Engines: An Empirical Model of Harold Zurcher (1987)A nested recursive logit model for route choice analysis (2015)Urban transportation networks: Equilibrium analysis with mathematical programming methods (1986)Discrete Choice Methods and their Applications to Short Term Travel Decisions (1999)A self-adaptive gradient projection algorithm for the nonadditive traffic equilibrium problem (2011)Examining the scaling effect and overlapping problem in logit-based stochastic user equilibrium models (2012)Computation and application of the paired combinatorial logit stochastic user equilibrium problem (2013)Discrete choice analysis: Theory and application to travel demand (1988)Adaptive route choices in risky traffic networks: A prospect theory approach (2009)Residential mobility and location choice: a nested logit model with sampling of alternatives (2010)An algorithm for the equilibrium assignment problem with random link times (1982)A MODIFIED LOGIT ROUTE CHOICE MODEL OVERCOMING PATH OVERLAPPING PROBLEMS. SPECIFICATION AND SOME CALIBRATION RESULTS FOR INTERURBAN NETWORKS (1996)Making Cycling Irresistible: Lessons from The Netherlands, Denmark and Germany (2008)The overreliance on statistical goodness-of-fit and under-reliance on model validation in discrete choice models: A review of validation practices in the transportation academic literature (2020)A deep inverse reinforcement learning approach to route choice modeling with context-dependent rewards (2023)On the measurement of inequality (1970)Built environments and mode choice: toward a normative framework (2002)The effects of attitudes and personality traits on mode choice (2005)Examining non-linear built environment effects on elderly’s walking: A random forest approach (2020)Prediction and behavioral analysis of travel mode choice: A comparison of machine learning and logit models (2020)To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults (2021)The Structure of Scientific Revolutions (1963)Prospect Theory: An Analysis of Decision under Risk (1979)Assortment optimization: a systematic literature review (2024)Deep neural networks for choice analysis: Enhancing behavioral regularity with gradient regularization (2024)
this work references cited by second hop· second hop is a sample of the most-cited connections

References

  • 2018Applying a random forest method approach to model travel mode choice behavior491 cited
  • 2002NETWORK KNOWLEDGE AND ROUTE CHOICE311 cited
  • 2013A link based network route choice model with unrestricted choice set298 cited
  • 2009Sampling of alternatives for route choice modeling264 cited
  • 2006Evaluation of choice set generation algorithms for route choice models255 cited
  • 2006Applying Branch-and-Bound Technique to Route Choice Set Generation192 cited
  • 2008On Modelling Route Choice Sets in Transportation Networks: A Synthesis182 cited
  • 2016Bike route choice modeling using GPS data without choice sets of paths166 cited
  • 2008EFFECTS OF CHOICE SET SIZE AND ROUTE CHOICE MODELS ON PATH-BASED TRAFFIC ASSIGNMENT110 cited
  • 1984MODELLING INTER URBAN ROUTE CHOICE BEHAVIOUR85 cited
  • 2016Analyzing walking route choice through built environments using random forests and discrete choice techniques76 cited
  • 2017A discounted recursive logit model for dynamic gridlock network analysis74 cited
  • 2018Evaluating a data-driven approach for choice set identification using GPS bicycle route choice data from Amsterdam71 cited
  • 2017How Do People Cycle in Amsterdam, Netherlands?: Estimating Cyclists’ Route Choice Determinants with GPS Data from an Urban Area66 cited

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  • 2015An analysis of drivers route choice behaviour using GPS data and optimal alternatives60 cited
  • 2012Route choice sets for very high-resolution data60 cited
  • Cited by

    • 2021Choice modelling in the age of machine learning - Discussion paper140 cited
    • 2024Potentials of digital twin system for analyzing travel behavior decisions31 cited
    • 2023Comparing and contrasting choice model and machine learning techniques in the context of vehicle ownership decisions26 cited
    • 2024Travel behaviour and game theory: A review of route choice modeling behaviour26 cited
    • 2024Enhancing choice-set generation and route choice modeling with data- and knowledge-driven approach17 cited
    • 2022Influence of smartphone traffic application information on drivers’ route choice behaviours15 cited
    • 2024Route choice modelling for an urban rail transit network: past, recent progress and future prospects13 cited
    • 2023A Route Choice Model for the Investigation of Drivers’ Willingness to Choose a Flyover Motorway in Greece10 cited
    • 2025Modelling route choice in public transport with deep learning10 cited
    • 2022Bi-level clustering of vehicle trajectories for path choice set and its nested structure identification10 cited
    • 2024Ensemble methods for route choice8 cited
    • 2025Adaptive scootability index: Built environment, travel purpose and e-scooter preferred route6 cited
    • 2024Performance evaluation of path choice set generation algorithms for route choice modelling5 cited
    • 2025Effects of road greenery and sky openness on non-commuting cycling route choice: insights from online map navigation5 cited