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Understanding tourists’ behavior toward transport mode choice by using machine learning methods
16 references·0 citing·48 second hop
Understanding tourists’ behavior toward transport mode choice by using machine learning methods (2024)Understanding tourists’ behavior toward t…Survey on fairness notions and related tensions (2023)Survey on fairness notions an…Predicting the travel mode choice with interpretable machine learning techniques: A comparative study (2022)Predicting the travel mode ch…Prediction and behavioral analysis of travel mode choice: A comparison of machine learning and logit models (2020)Prediction and behavioral ana…Evaluating the transport-mode-specific trade effects of different transport infrastructure types (2019)Evaluating the transport-mode…A review of Machine Learning (ML) algorithms used for modeling travel mode choice (2019)A review of Machine Learning …Applying a random forest method approach to model travel mode choice behavior (2018)Applying a random forest meth…Airline itinerary choice modeling using machine learning (2018)Airline itinerary choice mode…The influence of location, socioeconomics, and behaviour on travel-demand by car in metropolitan university campuses (2017)The influence of location, so…Public transit, active travel, and the journey to school: a cross-nested logit analysis (2016)Public transit, active travel…Estimating motorized travel mode choice using classifiers: An application for high-dimensional multicollinear data (2016)Estimating motorized travel m…An exploration of the relationships between socioeconomics, land use and daily trip chain pattern among low-income residents (2016)An exploration of the relatio…TOURISTS INTRA-DESTINATION VISITS AND TRANSPORT MODE: A BIVARIATE PROBIT MODEL (2013)TOURISTS INTRA-DESTINATION VI…Estimating social travel demand of senior citizens in the Netherlands (2010)Estimating social travel dema…Use of non-motorised modes and life stage in Edinburgh (2005)Use of non-motorised modes an…A multidimensional mixed ordered-response model for analyzing weekend activity participation (2004)A multidimensional mixed orde…Mixed MNL models for discrete response (2000)Mixed MNL models for discrete…Activity-based disaggregate travel demand model system with activity schedules (2001)Quasi-random maximum simulated likelihood estimation of the mixed multinomial logit model (2001)A learning-based transportation oriented simulation system (2003)A multiple discrete–continuous extreme value model: formulation and application to discretionary time-use decisions (2004)The multiple discrete-continuous extreme value (MDCEV) model: Role of utility function parameters, identification considerations, and model extensions (2007)Understanding Urban Travel Behaviour by Gender for Efficient and Equitable Transport Policies (2018)Why Destination Areas Rise and Fall in Popularity (1974)An examination of the effects of motivation and satisfaction on destination loyalty: a structural model (2003)Critical review of strategic planning research in hospitality and tourism (2014)Exploring the travel behaviors of inbound tourists to Hong Kong using geotagged photos (2014)What makes an Airbnb host a superhost? 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(2016)What Drives Them to Drive?—Parents' Reasons for Choosing the Car to Take Their Children to School (2017)Travel mode choice: a data fusion model using machine learning methods and evidence from travel diary survey data (2019)Conditional logit analysis of qualitative choice behavior (1972)The choice of air carrier, flight, and fare class (1999)A latent class model for discrete choice analysis: contrasts with mixed logit (2003)A neural-embedded discrete choice model: Learning taste representation with strengthened interpretability (2022)Network Revenue Management Under a Spiked Multinomial Logit Choice Model (2022)A machine learning comparison of transportation mode changes from high-speed railway promotion in Thailand (2024)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)To walk or not to walk? Examining non-linear effects of streetscape greenery on walking propensity of older adults (2021)Discrete Choice Analysis: Theory and Application to Travel Demand. (1987)Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach (2021)The measurement of urban travel demand (1974)Discrete choice analysis: Theory and application to travel demand (1988)On Hyperparameter Optimization of Machine Learning Methods Using a Bayesian Optimization Algorithm to Predict Work Travel Mode Choice (2023)Public transport equity with the concept of time-dependent accessibility using Geostatistics methods, Lorenz curves, and Gini coefficients (2023)Tourists' urban travel modes: Choices for enhanced transport and environmental sustainability (2024)
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References

  • 2000Mixed MNL models for discrete response4,354 cited
  • 2018Applying a random forest method approach to model travel mode choice behavior491 cited
  • 2020Prediction and behavioral analysis of travel mode choice: A comparison of machine learning and logit models406 cited
  • 2022Predicting the travel mode choice with interpretable machine learning techniques: A comparative study170 cited
  • 2010Estimating social travel demand of senior citizens in the Netherlands163 cited
  • 2013TOURISTS INTRA-DESTINATION VISITS AND TRANSPORT MODE: A BIVARIATE PROBIT MODEL149 cited
  • 2005Use of non-motorised modes and life stage in Edinburgh142 cited
  • 2004A multidimensional mixed ordered-response model for analyzing weekend activity participation141 cited
  • 2018Airline itinerary choice modeling using machine learning114 cited
  • 2016Public transit, active travel, and the journey to school: a cross-nested logit analysis72 cited
  • 2019A review of Machine Learning (ML) algorithms used for modeling travel mode choice62 cited
  • 2017The influence of location, socioeconomics, and behaviour on travel-demand by car in metropolitan university campuses55 cited
  • 2016Estimating motorized travel mode choice using classifiers: An application for high-dimensional multicollinear data51 cited
  • 2019Evaluating the transport-mode-specific trade effects of different transport infrastructure types

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50 cited
  • 2016An exploration of the relationships between socioeconomics, land use and daily trip chain pattern among low-income residents39 cited
  • 2023Survey on fairness notions and related tensions38 cited
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