Yasuharu Okamoto

collaborators

2 papers

cond-mat.mtrl-sci2025

Downsizing Machine Learning Models by Optimization through Ising Models

Yasuharu Okamoto

This paper introduces a technique to enhance the efficiency of quadratic machine learning models, particularly Field-Aware Factorization Machines (FFMs) handling binary data. Our a…

cs.LG2024

$L_{0}$ Regularization of Field-Aware Factorization Machine through Ising Model

Yasuharu Okamoto

We examined the use of the Ising model as an $L_{0}$ regularization method for field-aware factorization machines (FFM). This approach improves generalization performance and has the…

Downsizing Machine Learning Models by Optimization through Ising Models

L0​ Regularization of Field-Aware Factorization Machine through Ising Model

$L_{0}$ Regularization of Field-Aware Factorization Machine through Ising Model