2 papers
cond-mat.stat-mech2018
Statistical recovery of the classical spin Hamiltonian
Vinit Kumar Singh, Jung Hoon Han
We propose a simple procedure by which the interaction parameters of the classical spin Hamiltonian can be determined from the knowledge of four-point correlation functions and spe…
cond-mat.dis-nn2018
Machine Learning Application to Two-Dimensional Dzyaloshinskii-Moriya Ferromagnets
Vinit Kumar Singh, Jung Hoon Han
Principles of machine learning are applied to models that support skyrmion phases in two dimensions. Successful feature predictions on various phases of the skyrmion model were pos…