A systematic review of machine learning classification methodologies for modelling passenger mode choice

T Hillel, M Bierlaire, MZEB Elshafie, Y Jin - Journal of choice modelling, 2021 - Elsevier
Abstract Machine Learning (ML) approaches are increasingly being investigated as an
alternative to Random Utility Models (RUMs) for modelling passenger mode choice. These …

Analyzing significant variables for choosing different modes by female travelers

S Nasrin, J Bunker - Transport Policy, 2021 - Elsevier
Bangladesh is one of the world's strongest emerging economies. This nation is working on
improving women's empowerment, with more women entering meaningful employment, and …

Exploring determinants of feeder mode choice behavior using Artificial Neural Network: Evidences from Delhi metro

G Saiyad, M Srivastava, D Rathwa - Physica A: Statistical Mechanics and its …, 2022 - Elsevier
First and last mile connectivity are the most crucial elements of transit system. However,
inadequate attention is given to such issues in developing countries like India. The present …

Travel mode choice prediction using deep neural networks with entity embeddings

Y Ma, Z Zhang - IEEE Access, 2020 - ieeexplore.ieee.org
The prediction of travel mode preference, like many other choice prediction problems, may
depend on categorical features of the choice options or the choice makers. Such categorical …

A machine learning approach for modelling parking duration in urban land-use

J Parmar, P Das, SM Dave - Physica A: Statistical Mechanics and its …, 2021 - Elsevier
Parking is an inevitable issue in the fast-growing developing countries. Increasing number of
vehicles require more and more urban land to be allocated for parking. However, a little …

[PDF][PDF] A systematic review of machine learning methodologies for modelling passenger mode choice

T Hillel, M Bierlaire, Y Jin - Technical Report TRANSP-OR 191025 …, 2019 - transp-or.epfl.ch
Abstract Machine Learning (ML) approaches are increasingly being investigated as an
alternative to Random Utility Models (RUMs) for modelling passenger mode choice. These …

Gender equality through sustainable transport policy

S Nasrin, J Bunker - Transport policy, 2024 - Elsevier
Bangladesh needs to improve women's health, security, convenience, and financial
independence, particularly regarding urban mobility. An inefficient and unaffordable urban …

Understanding travel mode choice: A new approach for city scale simulation

T Hillel - 2019 - discovery.ucl.ac.uk
Understanding travel mode choice behaviour is key to effective management of transport
networks, many of which are under increasing strain from rising travel demand …

Development of neuro-fuzzy-based multimodal mode choice model for commuter in Delhi

S Minal, CR Sekhar, E Madhu - IET Intelligent Transport Systems, 2018 - IET
Delhi is highly plagued by traffic congestion and is notoriously known for its traffic jams.
Thus, the question of studying the mode-choice preferences of commuters in Delhi will be …

Revealing Commute Choice Factors: SEM Analysis of Public Transport and Active Modes in Hyderabad, India

SP Tejaswi, C Balijepalli, C Prasad - Journal of Urban Planning and …, 2024 - ascelibrary.org
While extensive research has been conducted to explore factors influencing mode choices
and first-or last-mile connectivity, few studies have delved into the underlying hierarchy of …