Medical analysis and diagnosis by neural networks

  • In its first part, this contribution reviews shortly the application of neural network methods to medical problems and characterizes its advantages and problems in the context of the medical background. Successful application examples show that human diagnostic capabilities are significantly worse than the neural diagnostic systems. Then, paradigm of neural networks is shortly introduced and the main problems of medical data base and the basic approaches for training and testing a network by medical data are described. Additionally, the problem of interfacing the network and its result is given and the neuro-fuzzy approach is presented. Finally, as case study of neural rule based diagnosis septic shock diagnosis is described, on one hand by a growing neural network and on the other hand by a rule based system. Keywords: Statistical Classification, Adaptive Prediction, Neural Networks, Neurofuzzy, Medical Systems

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Metadaten
Author:Rüdiger W. BrauseGND
URN:urn:nbn:de:hebis:30-79184
Parent Title (German):Lecture notes in computer science ; Vol. 2199, Medical data analysis : second international symposium ; proceedings / ISMDA 2001, Madrid, Spain, October 8 - 9, 2001. Jose Crespo ... (ed.)
Publisher:Springer
Place of publication:Berlin ; Heidelberg ; New York ; Barcelona ; Hong Kong ; London ; Milan ; Paris ; Tokyo
Document Type:Conference Proceeding
Language:English
Date of Publication (online):2010/09/08
Year of first Publication:2001
Publishing Institution:Universitätsbibliothek Johann Christian Senckenberg
Contributing Corporation:ISMDA (2 : 2001 : Madrid)
Release Date:2010/09/08
Tag:Adaptive Prediction; Medical Systems; Neural Networks; Neurofuzzy; Statistical Classification
Page Number:13
First Page:1
Last Page:13
Source:in: J. Crespo, V. Maojo, F. Martin: Medical Data Analysis, Springer-Verl., Berlin, Heidelberg, 2001, pp. 1-13
HeBIS-PPN:227738241
Institutes:Informatik und Mathematik / Informatik
Dewey Decimal Classification:0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik
Sammlungen:Universitätspublikationen
Licence (German):License LogoDeutsches Urheberrecht

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