Probabilistic ordinal regression methods for multiple criteria sorting admitting certain and uncertain preferences

• Main Authors: Ru, Zice, Liu, Jiapeng, Kadziński, Miłosz, Liao, Xiuwu
• Other Authors: Nanyang Business School
• Format: Article
• Language: English
• Published: 2023
• Subjects: Business::Operations management; Decision Analysis; Ordinal Classification
• Online Access: https://hdl.handle.net/10356/172530
• Institution: Nanyang Technological University

We propose a family of probabilistic ordinal regression methods for multiple criteria sorting. They employ an additive value function model to aggregate the performances on multiple criteria and the threshold-based procedure to derive the class assignments of alternatives. The Decision Makers (DMs)...