365 citations · 879 across the 23 of their papers we have counts for
Showing 2018Show all
2 papers · 1 filter
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…
cond-mat.mtrl-sci2018★ 79 cited
General method for atomistic spin-lattice dynamics with first principles accuracy
Johan Hellsvik, Danny Thonig, Klas Modin +5
We present a computationally efficient general first-principles based method for spin-lattice simulations for solids. Our method is based on a combination of atomistic spin dynamic…