Distributionally robust multi-item newsvendor problem with covariate information

• Main Author: Lee, Jonathan Heng Yow
• Other Authors: Yan Zhenzhen
• Format: Final Year Project
• Language: English
• Published: Nanyang Technological University 2020
• Subjects: Science::Mathematics
• Online Access: https://hdl.handle.net/10356/139025
• Institution: Nanyang Technological University

This dissertation investigates robust optimization for use in demand forecasting. Techniques of robust optimization such as construction of ambiguity set, robust counterpart and affine recourse approximation are carefully studied. In addition, we’ve included the use of machine-learning technique in...