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

• المؤلفون الرئيسيون: Luo, Xi, Yan, Ran, Wang, Shuaian, Zhen, Lu
• مؤلفون آخرون: School of Civil and Environmental Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2024
• الموضوعات: Engineering; Fair evaluation of prediction models; Machine learning
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/173568
• المؤسسة: 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...