Predicting the travel mode choice with interpretable machine learning techniques: A comparative study

Social Sciences

• Age 16%
• Analysis 50%
• Approach 16%
• Bicycles 16%
• Comparative Study 100%
• Decision 33%
• Decision Tree 50%
• Distribution 16%
• Dutch 16%
• Forecasting 33%
• Forests 16%
• Income 16%
• Influence 16%
• Interest 16%
• Learning 16%
• Learning Method 100%
• Learning Paradigm 16%
• Logistics 16%
• Machines 100%
• Managers 16%
• Mathematical Model 16%
• Mode Choice 100%
• Model Learning 33%
• Motor Vehicles 16%
• Performance Evaluation 16%
• Sampling 16%
• Statistical Analysis 16%
• Subject 16%
• Survey Analysis 16%
• Transport 16%
• Travel 100%
• Understanding 33%

Earth and Planetary Sciences

• Accuracy 16%
• Age 16%
• Approach 16%
• Aspect 16%
• Assumption 16%
• Average 16%
• Car 16%
• Comparative Study 100%
• Decision 83%
• Distance 16%
• Evaluation 16%
• Fill 16%
• Forest 16%
• Gradient 33%
• Income 16%
• Interest 16%
• Investigation 16%
• Logistics 16%
• Machine Learning 100%
• Mathematical Model 16%
• Model 83%
• Modeling 16%
• Precision 33%
• Sampling 16%
• Selection 100%
• Self Organizing Systems 16%
• Statistical Analysis 16%
• Strategy 16%
• Subject 16%
• Survey 16%
• Transportation 16%

Agricultural and Biological Sciences

• Accuracy 16%
• Age 16%
• Annuals 16%
• Forests 16%
• Learning 100%
• Mathematical Model 16%
• Model 83%
• Precision 33%
• Prediction 33%
• Sampling 16%
• Statistical Analysis 16%
• Transportation 16%
• Travel 100%
• Trees 50%