Development of Clinical Decision Support Systems using Bayesian Networks

With an example of a Multi-Disciplinary Treatment Decision for Laryngeal Cancer

Mario A. Cypko (Autor)

Buch | Softcover

XIX, 148 Seiten

2020 | 1st ed. 2020
Springer Fachmedien Wiesbaden GmbH (Verlag)
978-3-658-32593-0 (ISBN)

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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.

lt;b>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.

Patient-specific Bayesian Network in a Clinical Environment.- TreLynCa: A Tumor Board Decision Model for Laryngeal Cancer.- Model Validation and Tools for Guided BN Modeling.- GUI for PSBN-based decision verification.

Erscheinungsdatum	04.01.2021
Zusatzinfo	XIX, 148 p. 39 illus., 10 illus. in color.
Verlagsort	Wiesbaden
Sprache	englisch
Maße	148 x 210 mm
Gewicht	228 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
	Studium ► Querschnittsbereiche ► Prävention / Gesundheitsförderung
	Sozialwissenschaften ► Soziologie
Schlagworte	Bayesian Network • Cancer Treatment • Clinical Decision Support System • decision models • Guided BN Modeling • Guided modelling and validation • Inter-institutional modelling • Laryngeal cancer • Model-user interaction • Network in a Clinical Environment • PSBN-based decision verification • Semi-automatic modelling • TreLynCa • Tumorboard
ISBN-10	3-658-32593-3 / 3658325933
ISBN-13	978-3-658-32593-0 / 9783658325930
Zustand	Neuware