Development of Clinical Decision Support Systems using Bayesian Networks : With an example of a Multi-Disciplinary Treatment Decision for Laryngeal Cancer
1st ed. 2020
Book Details
Format
Paperback / Softback
ISBN-10
3658325933
ISBN-13
9783658325930
Edition
1st ed. 2020
Publisher
Springer Fachmedien Wiesbaden
Imprint
Springer Vieweg
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Dec 1st, 2020
Print length
148 Pages
Ksh 12,600.00
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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.
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.
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