2 papers
cs.LG2026
Copula-ResLogit: A Deep-Copula Framework for Unobserved Confounding Effects
Kimia Kamal, Bilal Farooq
A key challenge in travel demand analysis is the presence of unobserved factors that may generate non-causal dependencies, obscuring the true causal effects. To address the issue,…
cs.LG2024
A deep causal inference model for fully-interpretable travel behaviour analysis
Kimia Kamal, Bilal Farooq
Transport policy assessment often involves causal questions, yet the causal inference capabilities of traditional travel behavioural models are at best limited. We present the deep…