A fair evaluation of the potential of machine learning in maritime transportation

• Main Authors: Luo, Xi, Yan, Ran, Wang, Shuaian, Zhen, Lu
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2024
• Subjects: Engineering; Fair evaluation of prediction models; Machine learning
• Online Access: https://hdl.handle.net/10356/173568
• Institution: Nanyang Technological University

Machine learning (ML) techniques are extensively applied to practical maritime transportation issues. Due to the difficulty and high cost of collecting large volumes of data in the maritime industry, in many maritime studies, ML models are trained with small training datasets. The relative predictiv...