This paper focuses on a core task in computational sustainability and statistical ecology: species distribution modeling (SDM). In SDM, the occurrence pattern of landscape is predicted by environmental features based observations at set locations. At first, SDM may appear to be binary classification problem, one might inclined employ classic tools (e.g., logistic regression, support vector mach...