Abstract Bayesian optimization (BO) is an approach to optimizing expensive-to-evaluate black-box function and sequentially determines the values of input variables evaluate function. However, it expensive in some cases becomes difficult specify for all variables, example, outsourcing scenarios where production queries with many involves significant cost. In this paper, we propose a novel Gaussi...