139 citations · 165 across the 9 of their papers we have counts for
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cond-mat.stat-mech2018
Machine Learning of Frustrated Classical Spin Models. II. Kernel Principal Component Analysis
Ce Wang, Hui Zhai
In this work we apply the principal component analysis (PCA) method with kernel trick to study classification of phases and phase transition in classical XY models in frustrated la…
cond-mat.stat-mech2017★ 139 cited
Unsupervised Learning of Frustrated Classical Spin Models I: Principle Component Analysis
Ce Wang, Hui Zhai
This work aims at the goal whether the artificial intelligence can recognize phase transition without the prior human knowledge. If this becomes successful, it can be applied to, f…