4 citations · 7 across the 2 of their papers we have counts for
3 papers
Discrete Choice Analysis with Machine Learning Capabilities
Youssef M. Aboutaleb, Mazen Danaf, Yifei Xie +1
This paper discusses capabilities that are essential to models applied in policy analysis settings and the limitations of direct applications of off-the-shelf machine learning meth…
Learning Structure in Nested Logit Models
Youssef M. Aboutaleb, Moshe Ben-Akiva, Patrick Jaillet
This paper introduces a new data-driven methodology for nested logit structure discovery. Nested logit models allow the modeling of positive correlations between the error terms of…
Sparse Covariance Estimation in Logit Mixture Models
Youssef M Aboutaleb, Mazen Danaf, Yifei Xie +1
This paper introduces a new data-driven methodology for estimating sparse covariance matrices of the random coefficients in logit mixture models. Researchers typically specify cova…