Abstract:

1 Introduction

2 Literature Review  
2.1 Deep learning approaches in travel mode choice modeling  
2.2 Bayesian neural networks and uncertainty in the field of explainable AI  
2.3 The applications of Bayesian neural networks in the field of transportation

3 Methodology  
3.1 BNN-based travel mode prediction (BTMP) model  
3.2 The application of BTMP model to quantify uncertainty of model predictions  
3.3 Active survey framework in travel mode choice prediction with BTMP embedded  

4 Experiments  
4.1 Preliminaries  
4.2 Experiment design  

5 Discussions and Conclusions