no code implementations • 29 Jul 2020 • Yusuke Tomita, Kenta Shiina, Yutaka Okabe, Hwee Kuan Lee
We classify the BKT phase and the paramagnetic phase of the quantum XY model using the machine-learning approach.
no code implementations • 12 Jan 2020 • Kenta Shiina, Hiroyuki Mori, Yutaka Okabe, Hwee Kuan Lee
As an alternative to investigating the thermal average of macroscopic physical quantities, they have used the spin configurations for the classification of the disordered and ordered phases of a phase transition through machine learning.
Statistical Mechanics