2 papers
stat.ML2025
Stochastic forest transition model dynamics and parameter estimation via deep learning
Satoshi Kumabe, Tianyu Song, Ton Viet Ta
Forest transitions, characterized by dynamic shifts between forest, agricultural, and abandoned lands, are complex phenomena. This study developed a stochastic differential equatio…
math.NT2023
On Matrices Arising in Finite Field Hypergeometric Functions
Satoshi Kumabe, Hasan Saad
Lehmer constructs four classes of matrices constructed from roots of unity for which the characteristic polynomials and the -th powers can be determined explicitly. Here we stud…