Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice models

Although researchers increasingly adopt machine learning to model travel behavior, they predominantly focus on prediction accuracy, while largely ignore the ethical challenges and the adverse social impacts embedded in the machine learning algorithms. This study introduces the important missing dime...

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Bibliographic Details
Main Author: Zheng, Yunhan
Other Authors: Zhao, Jinhua
Format: Thesis
Published: Massachusetts Institute of Technology 2022
Online Access:https://hdl.handle.net/1721.1/139120