Protein design is the inverse approach of three-dimensional (3D) structure prediction for elucidating relationship between 3D structures and amino acid sequences. In general, computation protein involves a double loop: A loop sequence changes an exhaustive conformational search each sequence. Herein, we propose novel statistical mechanical method using Bayesian learning, which can lattice prote...