59 citations · 60 across the 3 of their papers we have counts for
3 papers
physics.comp-ph2023★ 1 cited
Shotgun crystal structure prediction using machine-learned formation energies
Chang Liu, Hiromasa Tamaki, Tomoyasu Yokoyama +5
Stable or metastable crystal structures of assembled atoms can be predicted by finding the global or local minima of the energy surface within a broad space of atomic configuration…
cond-mat.mtrl-sci2022★ 59 cited
Crystal structure prediction with machine learning-based element substitution
Minoru Kusaba, Chang Liu, Ryo Yoshida
The prediction of energetically stable crystal structures formed by a given chemical composition is a central problem in solid-state physics. In principle, the crystalline state of…
stat.ML2019
Recreation of the Periodic Table with an Unsupervised Machine Learning Algorithm
Minoru Kusaba, Chang Liu, Yukinori Koyama +2
In 1869, the first draft of the periodic table was published by Russian chemist Dmitri Mendeleev. In terms of data science, his achievement can be viewed as a successful example of…