Description |
1 online resource (xxiii, 306 pages) : illustrations |
Series |
IEEE Press series in biomedical engineering |
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IEEE Press series in biomedical engineering
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Contents |
PART I. NEURAL NETWORKS -- CHAPTER 1. Foundations of Neural Networks -- CHAPTER 2. Classesof NeuralNetworks -- CHAPTER 3. Classification Networks and Learning -- CHAPTER 4. Supervised Learning -- CHAPTER 5. Unsupervised Learning -- CHAPTER 6. Design Issues -- CHAPTER 7. Comparative Analysis -- CHAPTER 8. Validation and Evaluation -- PART II. ARTIFICIAL INTELLIGENCE -- CHAPTER. 9 Foundations of Computer-Assisted Decision Making -- CHAPTER 10. Knowledge Representation -- CHAPTER 11. Knowledge Acquisition -- CHAPTER 12. Reasoning Methodologies -- CHAPTER 13. Validation and Evaluation -- PART III. ALTERNATIVE APPROACHES -- CHAPTER 14. Genetic Algorithms -- CHAPTER 15. Probabilistic Systems -- CHAPTER 16. Fuzzy Systems -- CHAPTER 17. Hybrid Systems -- CHAPTER 18. HyperMerge, a Hybrid Expert System -- CHAPTER 19. Future Perspectives |
Summary |
Using examples drawn from biomedicine and biomedical engineering, this essential reference book brings you comprehensive coverage of all the major techniques currently available to build computer-assisted decision support systems. You will find practical solutions for biomedicine based on current theory and applications of neural networks, artificial intelligence, and other methods for the development of decision aids, including hybrid systems. Neural Networks and Artificial Intelligence for Biomedical Engineering offers students and scientists of biomedical engineering, biomedical informatics, and medical artificial intelligence a deeper understanding of the powerful techniques now in use with a wide range of biomedical applications. Highlighted topics include: . Types of neural networks and neural network algorithms. Knowledge representation, knowledge acquisition, and reasoning methodologies. Chaotic analysis of biomedical time series. Genetic algorithms. Probability-based systems and fuzzy systems. Evaluation and validation of decision support aids. An Instructor Support FTP site is available from the Wiley editorial department: ftp://ftp.ieee.org/uploads/press/hudson |
Bibliography |
Includes bibliographical references and index |
Notes |
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. http://purl.oclc.org/DLF/benchrepro0212 MiAaHDL |
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Print version record |
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digitized 2010 HathiTrust Digital Library committed to preserve pda MiAaHDL |
Subject |
Artificial intelligence -- Medical applications.
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Neural networks (Computer science)
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Expert systems (Computer science)
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Biomedical engineering -- Computer simulation
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Artificial intelligence.
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Biomedical engineering.
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Artificial Intelligence
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Biomedical Engineering
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Expert Systems
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Neural Networks, Computer
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artificial intelligence.
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biomedical engineering.
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Biomedical engineering
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Artificial intelligence
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Artificial intelligence -- Medical applications
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Neural networks (Computer science)
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Expert systems (Computer science)
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Biomedical engineering -- Computer simulation
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Expertensystem
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Bioinformatik
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Künstliche Intelligenz
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Neuronales Netz
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Medizinische Informatik
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Biomedische techniek.
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Kunstmatige intelligentie.
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Neurale netwerken.
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Intelligence artificielle -- Emploi en diagnostic.
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Réseaux neuronaux (informatique)
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Systèmes experts (informatique)
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Génie biomédical -- Simulation par ordinateur.
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Intelligence artificielle en médecine.
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Form |
Electronic book
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Author |
Cohen, M. E. (Maurice E.)
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ISBN |
9780470545355 |
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0470545356 |
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