31 citations · 34 across the 3 of their papers we have counts for
3 papers
hep-th2019
Singularity Free Direct Calculation of Spontaneous Mass Generation
Ken-Ichi Aoki, Tamao Kobayashi, Shin-Ichiro Kumamoto +2
We propose a new iterative method to directly calculate the spontaneous mass generation. It is regarded as a new regularization method resembling the finite volume calculation whic…
cond-mat.stat-mech2019★ 3 cited
Logical Reasoning for Revealing the Critical Temperature through Deep Learning of Configuration Ensemble of Statistical Systems
Ken-Ichi Aoki, Tatsuhiro Fujita, Tamao Kobayashi
Recently, there have been many works on the deep learning of statistical ensembles to determine the critical temperature of a possible phase transition. We analyze the detailed str…
cond-mat.stat-mech2017★ 31 cited
Restricted Boltzmann Machines for the Long Range Ising Models
Ken-Ichi Aoki, Tamao Kobayashi
We set up Restricted Boltzmann Machines (RBM) to reproduce the Long Range Ising (LRI) models of the Ohmic type in one dimension. The RBM parameters are tuned by using the standard…