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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Technik Allg. & Lexika New Medical Diagnosis Models Based on Generalized Type-2 Fuzzy Logic
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New Medical Diagnosis Models Based on Generalized Type-2 Fuzzy Logic
Patricia Melin, Emanuel Ontiveros-Robles, Oscar Castillo (Broschiert, Englisch)
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Beschreibung
This book presents different experimental results as evidence of the good results obtained compared with respect to conventional approaches and literature references based on fuzzy logic. Nowadays, the evolution of intelligence systems for decision making has been reached considerable levels of success, as these systems are getting more intelligent and can be of great help to experts in decision… making. One of the more important realms in decision making is the area of medical diagnosis, and many kinds of intelligence systems provide the expert good assistance to perform diagnosis; some of these methods are, for example, artificial neural networks (can be very powerful to find tendencies), support vector machines, that avoid overfitting problems, and statistical approaches (e.g., Bayesian). However, the present research is focused on one of the most relevant kinds of intelligent systems, which are the fuzzy systems. The main objective of the present work is the generation of fuzzy diagnosis systems that offer competitive classifiers to be applied in diagnosis systems. To generate these systems, we have proposed a methodology for the automatic design of classifiers and is focused in the Generalized Type-2 Fuzzy Logic, because the uncertainty handling can provide us with the robustness necessary to be competitive with other kinds of methods. In addition, different alternatives to the uncertainty modeling, rules-selection, and optimization have been explored. Besides, different experimental results are presented as evidence of the good results obtained when compared with respect to conventional approaches and literature references based on Fuzzy Logic. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
04.06.2021
Sprache
Englisch
EAN
9783030750961
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
SpringerBriefs in Applied Sciences and Technology
Sonderedition
Nein
Autor
Patricia Melin, Emanuel Ontiveros-Robles, Oscar Castillo
Seitenanzahl
78
Einbandart
Broschiert
Schlagwörter
Computational Intelligence, Generalized Type-2 Fuzzy Logic, Fuzzy Diagnosis Systems, Medical Diagnosis, Intelligent Techniques, Fuzzy logic, Fuzzy Systems
Thema-Inhalt
UYQ - Künstliche Intelligenz
TJFC - Schaltkreise und Komponenten (Bauteile)
PBW - Angewandte Mathematik
TJF - Elektronik
UYS - Digitale Signalverarbeitung (DSP)
UYA - Theoretische Informatik
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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