A Bayesian optimisation algorithm for a nurse scheduling problem is presented, which involves choosing a suitable scheduling rule from a set for each nurse’s assignment. When a human scheduler works, he normally builds a schedule systematically following a set of rules. After much practice,...

Two ideas taken from Bayesian optimization and classifier systems are presented for personnel scheduling based on choosing a suitable scheduling rule from a set for each person's assignment. Unlike our previous work of using genetic algorithms whose learning is implicit, the learning in both...

Our research has shown that schedules can be built mimicking a human scheduler by using a set of rules that involve domain knowledge. This chapter presents a Bayesian Optimization Algorithm (BOA) for the nurse scheduling problem that chooses such suitable scheduling rules from a set for each...

The optimal structure of a sinusoidal wavy plate fin heat sink with crosscut ( SWHS-WC) is determined by an efficient intelligent optimization method based on the Bayesian Optimization (BO) algorithm. The comprehensive thermal performance factor (TPF) is the objective function to associate with...