Elderly travel mode choice in Thailand-evaluating MNL and machine learning models

This investigation analyzes the determinants of transportation mode selection among elderly populations in Thailand through a comparative approach utilizing both traditional statistical modeling and contemporary machine learning techniques. The research compares the predictive effectiveness of the M...

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Bibliographic Details
Published in:Frontiers in Built Environment
Main Authors: Anantaya Philuek, Panuwat Wisutwattanasak, Fareeda Watcharamaisakul, Chinnakrit Banyong, Anon Chantaratang, Thanapong Champahom, Vatanavongs Ratanavaraha, Sajjakaj Jomnonkwao
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Subjects:
elderly
travel mode choice
multinomial logit
machine learning
CatBoost
shap
Online Access:https://www.frontiersin.org/articles/10.3389/fbuil.2025.1601754/full

Internet

https://www.frontiersin.org/articles/10.3389/fbuil.2025.1601754/full

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