Development of Clinical Decision Support Systems Using Bayesian Networks: With an Example of a Multi-Disciplinary Treatment Decision for Laryngeal Can
| AUTHOR | Cypko, Mario A. |
| PUBLISHER | Springer Vieweg (12/01/2020) |
| PRODUCT TYPE | Paperback (Paperback) |
Description
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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Product Format
Product Details
ISBN-13:
9783658325930
ISBN-10:
3658325933
Binding:
Paperback or Softback (Trade Paperback (Us))
Content Language:
English
More Product Details
Page Count:
148
Carton Quantity:
46
Product Dimensions:
5.83 x 0.36 x 8.27 inches
Weight:
0.46 pound(s)
Feature Codes:
Illustrated
Country of Origin:
NL
Subject Information
BISAC Categories
Computers | Artificial Intelligence - Expert Systems
Computers | Data Science - General
Computers | Sociology - General
Descriptions, Reviews, Etc.
publisher marketing
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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