Enhancing Mode-Choice Models with Conformal Prediction: Uncertainty Quantification and Decision Support Using Tree-Based Machine Learning Cover

Enhancing Mode-Choice Models with Conformal Prediction: Uncertainty Quantification and Decision Support Using Tree-Based Machine Learning

Transport and Telecommunication Journal

Volume 26 (2025): Issue 4 (November 2025)

By: Ramin Bohlouli, Ken Koshy Varghese, Guido Gentile and Mohamed Eldafrawi

Open Access

|Nov 2025

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DOI: https://doi.org/10.2478/ttj-2025-0027 | Journal eISSN: 1407-6179 | Journal ISSN: 1407-6160

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Language: English

Page range: 352 - 361

Published on: Nov 21, 2025

Published by: Transport and Telecommunication Institute

In partnership with: Paradigm Publishing Services

Publication frequency: 4 issues per year

Keywords:

Transportation mode choice,

uncertainty quantification,

conformal prediction,

machine learning in transportation,

risk-aware decision-making

Related subjects:

Introductions and overviews,

Engineering, other

© 2025 Ramin Bohlouli, Ken Koshy Varghese, Guido Gentile, Mohamed Eldafrawi, published by Transport and Telecommunication Institute
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.

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