Supervised learning for maritime search operations: An artificial intelligence approach to search efficiency evaluation

•We develop metamodels to compute a search and rescue mission success probability.•Our metamodels, based on supervised learning, can partly replace costly simulations.•We combine the metamodels with a heuristic to improve an operational DSS.•The approach, evaluated on real-life data, can recommend high quality plans faster.•Our approach can contribute to saving lives.