Development of Clinical Decision Support Systems using Bayesian Networks: With an example of a Multi-Disciplinary Treatment Decision for Laryngeal Cancer

Cypko, Mario A.

ISBN 10: 3658325933 / ISBN 13: 9783658325930

Published by Springer Vieweg, 2020

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Bibliographic Details

• Title: Development of Clinical Decision Support Systems using Bayesian Networks: With an example of a Multi-Disciplinary Treatment Decision for Laryngeal Cancer
• Publisher: Springer Vieweg
• Publication Date: 2020
• Language: English
• ISBN 10: 3658325933
• ISBN 13: 9783658325930
• Binding: Soft cover
• Condition: New

About this title

Synopsis

For the development of clinical decision support systems based on Bayesian networks, Mario A. Cypko investigates comprehensive expert models of multidisciplinary clinical treatment decisions and solves challenges in their modeling. The presented methods, models and tools are developed in close and intensive cooperation between knowledge engineers and clinicians. In the course of this study, laryngeal cancer serves as an exemplary treatment decision. The reader is guided through a development process and new opportunities for research and development are opened up: in modeling and validation of workflows, guided modeling, semi-automated modeling, advanced Bayesian networks, model-user interaction, inter-institutional modeling and quality management.

About the Author

Dr.-Ing. Mario A. Cypko completed his PhD at the Computer Science department of the University of Leipzig, Germany. He was a postdoctoral research fellow in the Human Research Office of the European Space Agency in the Netherlands. He is currently a postdoctoral research assistant at the German Heart Center Berlin, Germany.