Perturbation Sensitivity of Maximum-Likelihood Pairwise Ranking in Computational Decision Systems

Junyi Yao, Zihao Zheng, Jiayu Long

Maximum-likelihood pairwise ranking is a com- mon computational mechanism for prioritization, reputation estimation, and comparison-driven decision support. Despite its broad use,…