Neural Networks and Artificial Intelligence for Biomedical Engineering (IEEE Press Series on Biomedical Engineering)

Neural Networks and Artificial Intelligence for Biomedical Engineering (IEEE Press Series on Biomedical Engineering)

作者:Hudson, Donna L./ Cohen, Maurice E., 出版社:Ieee, 出版日期:1999-09-24

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商品條碼:9780780334045, ISBN:0780334043
分類標籤:General » Subjects » Books » Reference » Education

 

內容簡介

Neural Networks and Artificial Intelligence for Biomedical Engineering (IEEE Press Series on Biomedical Engineering)

Description:

Biomedical/Electrical Engineering Neural Networks and Artificial Intelligence for Biomedical Engineering Using examples drawn from biomedicine and biomedical engineering, this reference text provides 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-making 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 currently used with a wide range of biomedical applications. Highlighted topics include:

Table of Contents:

Preface.

Acknowledgments.

Overview.

NEURAL NETWORKS.

Foundations of Neural Networks.

Classes of Neural Networks.

Classification Networks and Learning.

Supervised Learning.

Unsupervised Learning.

Design Issues.

Comparative Analysis.

Validation and Evaluation.

ARTIFICIAL INTELLIGENCE.

Foundation of Computer-Assisted Decision Making.

Knowledge Representation.

Knowledge Acquisition.

Reasoning Methodologies.

Validation and Evaluation.

ALTERNATIVE APPROACHES.

Genetic Algorithms.

Probabilistic Systems.

Fuzzy Systems.

Hybrid Systems.

HyperMerge, a Hybird Expert System.

Future Perspectives.

Index.

About the Authors.

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