Self-learning Monte Carlo method with Behler-Parrinello neural networks

Yuki Nagai, Masahiko Okumura, Akinori Tanaka

We propose a general way to construct an effective Hamiltonian in the Self-learning Monte Carlo method (SLMC), which speeds up Monte Carlo simulations by training an effective mode…