The identification of significant features towards travel mode choice and its prediction via optimised random forest classifier: An evaluation for active commuting …

NFM Ali, AFM Sadullah, APPA Majeed… - Journal of Transport & …, 2022 - Elsevier
Introduction Physical activity is the foundation to staying healthy, but sedentary activities
have become not uncommon that ought to be mitigated immediately. The study aims to …

[HTML][HTML] Mode choice modeling to shift car travelers towards park and ride service in the city centre of Karachi

IA Memon, S Kalwar, N Sahito, MAH Talpur… - Sustainability, 2021 - mdpi.com
Currently, congestion in Karachi's central business district (CBD) is the result of people
driving their cars to work. Consequently, a park and ride (P&R) service has proved …

Mode choice analysis using random forrest decision trees

CR Sekhar, E Madhu - Transportation Research Procedia, 2016 - Elsevier
Mode choice analysis forms an integral part of transportation planning process as it gives a
complete insight to the mode choice preferences of the commuters and is also used as an …

A comparative study of machine learning classifiers for modeling travel mode choice

J Hagenauer, M Helbich - Expert Systems with Applications, 2017 - Elsevier
The analysis of travel mode choice is an important task in transportation planning and policy
making in order to understand and predict travel demands. While advances in machine …

[HTML][HTML] A nested ensemble approach with ANNs to investigate the effect of socioeconomic attributes on active commuting of university students

K Assi, U Gazder, I Al-Sghan, I Reza… - International Journal of …, 2020 - mdpi.com
Analysis of travel mode choice is vital in policymaking and transportation planning to
comprehend and forecast travel demands. Universities resemble major trip attraction hubs …

[PDF][PDF] MULTIMODAL CHOICE MODELING USING RANDOM FOREST DECISION TREES.

CR Sekhara, E Madhu - International Journal for Traffic & …, 2016 - researchgate.net
Mode choice analysis forms an integral part of transportation planning process as it gives a
complete insight to the mode choice preferences of the commuters and is also used as an …

Machine-learning approaches to identify travel modes using smartphone-assisted survey and map application programming interface

Y Sun, Y Dong, EO D. Waygood… - Transportation …, 2023 - journals.sagepub.com
Travel mode choice prediction is essential for transportation planning and travel demand
prediction. One of the conventional travel survey methods is collecting data over landline …

Study on mode choice using nested logit models in travel towards Chennai metropolitan city

L Shanmugam, M Ramasamy - Journal of Ambient Intelligence and …, 2021 - Springer
The fast-growing population, great development in the economy and the improvement of
urbanization brought about the quick rise in the volume of motor vehicles in the urban areas …

[HTML][HTML] Choice modelling of a car traveler towards park-and-ride services in Putrajaya to create green development

IA Memon, N Sahito, S Kalwar, J Hwang, M Napiah… - Sustainability, 2021 - mdpi.com
Putrajaya is facing an increasing number of private car ownership and its usage. Integrated
transportation infrastructure connecting the city with suburban areas and comparatively low …

Predicting the travel mode choice with interpretable machine learning techniques: A comparative study

MT Kashifi, A Jamal, MS Kashefi… - Travel Behaviour and …, 2022 - Elsevier
Prediction of mode choice for travelers has been the subject of keen interest among
transportation planners. Traditionally, mode choice analysis is conducted by statistical …