Deep neural networks for choice analysis: A statistical learning theory perspective

•Used statistical learning theory to evaluate DNNs in choice analysis.•Operationalized DNN interpretability by using the choice probability functions.•Provided a tight upper bound on the estimation error of DNNs.•Conducted experiments to identify when DNNs outperform classical models.•DNNs can be mo...

Ausführliche Beschreibung