activity
20092019
most citedRestricted Boltzmann Machines for the Long Range Ising Models

31 citations · 44 across the 6 of their papers we have counts for

collaborators

6 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…

cond-mat.stat-mech2012★ 2 cited

Phase transition of the dissipative double-well quantum mechanics

Ken-Ichi Aoki, Tamao Kobayashi

We investigate the critical dissipation of the double-well quantum mechanics. We adopt two-state approximation to define effective Ising models and apply the block decimation renor…

cond-mat.stat-mech2011★ 5 cited

Domain Wall Renormalization Group Analysis of 2-dimensional Ising Model

Ken-Ichi Aoki, Tamao Kobayashi, Hiroshi Tomita

Using a recently proposed new renormalization group method (tensor renormalization group), we analyze the Ising model on the 2-dimensional square lattice. For the lowest order appr…

cond-mat.stat-mech2009★ 3 cited

Finite-Range Scaling Method to Analyze Systems with Infinite-Range Interactions

Ken-Ichi Aoki, Tamao Kobayashi, Hiroshi Tomita

We propose a new practical method for evaluating the critical coupling constant in one-dimensional long-range interacting systems. We assume a finite-range scaling and define its e…