arxivstat.MLcs.LG2026-07-21
Algebraic Signatures for Structural Learning in Probability Tensors
Akihiro Maeda, Shohei Hidaka, Satoshi Aoki
Algebraic statistics characterizes statistical models through polynomial constraints, but it has mainly been used for analytically specified model classes. This paper studies the inverse problem: identifying probabilistic structure from vanishing binomials observed in empirical p…