Deep learning for combinatorial optimization problems

• Main Author: Xin, Liang
• Other Authors: Zhang Jie
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• Online Access: https://hdl.handle.net/10356/158917
• Institution: Nanyang Technological University

Combinatorial Optimization Problems (COPs) are a family of problems that search over a finite set of solutions to find the best one with the objective function optimized. COPs have extensive real-world applications in various industries, such as vehicle navigation systems, logistics and supply chain...