Tag: choice
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NestGNN: A Graph Neural Network Framework Generalizing the Nested Logit Model for Travel Mode Choice
NestGNN: A Graph Neural Network Framework Generalizing the Nested Logit Model for Travel Mode Choice arXiv:2509.07123v1 Announce Type: new Abstract: Nested logit (NL) has been commonly used for discrete choice analysis, including a wide range of applications such as travel mode choice, automobile ownership, or location decisions. However, the classical NL models are restricted by…
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Graph neural networks for residential location choice: connection to classical logit models
Graph neural networks for residential location choice: connection to classical logit models arXiv:2507.21334v1 Announce Type: new Abstract: Researchers have adopted deep learning for classical discrete choice analysis as it can capture complex feature relationships and achieve higher predictive performance. However, the existing deep learning approaches cannot explicitly capture the relationship among choice alternatives, which has…