Deep neural networks for choice analysis: Extracting complete economic information for interpretation

While deep neural networks (DNNs) have been increasingly applied to choice analysis showing high predictive power, it is unclear to what extent researchers can interpret economic information from DNNs. This paper demonstrates that DNNs can provide economic information as complete as classical discre...

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Bibliographic Details
Main Authors: Wang, Shenhao, Wang, Qingyi, Zhao, Jinhua
Other Authors: Massachusetts Institute of Technology. Department of Urban Studies and Planning
Format: Article
Language:English
Published: Elsevier BV 2020
Online Access:https://hdl.handle.net/1721.1/127230