This book constitutes the refereed post—conference proceedings of the 4th International Conference on Computer Science and Health Engineering in Health Services. Due to COVID—19 pandemic the conference was held virtually. The 16 full papers presented were carefully reviewed and selected from 39 submissions. The papers highlight the latest research innovations and applications of algorithms designed for optimization applications within the fields of science, computer science, engineering, information technology, economics, and health systems.