365 citations · 879 across the 23 of their papers we have counts for
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cond-mat.stat-mech2020★ 30 cited
Finding hidden order in spin models with persistent homology
Bart Olsthoorn, Johan Hellsvik, Alexander V. Balatsky
Persistent homology (PH) is a relatively new field in applied mathematics that studies the components and shapes of discrete data. In this work, we demonstrate that PH can be used…
cond-mat.stat-mech2018★ 25 cited
Self-organizing maps as a method for detecting phase transitions and phase identification
Albert A. Shirinyan, Valerii K. Kozin, Johan Hellsvik +3
Originating from image recognition, methods of machine learning allow for effective feature extraction and dimensionality reduction in multidimensional datasets, thereby providing…