Operating Rooms (ORs) are among the most expensive services in hospitals. A challenge to optimize OR efficiency is improve surgery scheduling task, which requires estimation of surgical time duration. Surgeons or programming units (based on people's experience) typically do duration using an experience-based strategy, may include some bias, such as overestimating time, increasing ORs' operation...