Machine learning techniques are widely applied in the field of building energy analysis to provide accurate models. The majority previous studies, however, apply single-output machine algorithms predict use. Single-output models unable concurrently different time scales or various types Therefore, this paper investigates performance multi-output at three (daily, monthly, and annual) using Bayes...