Neural Networks And Artificial Intelligence For Biomedical Engineering
暫譯: 生物醫學工程的神經網絡與人工智慧

Donna L. Hudson, Maurice E. Cohen

  • 出版商: Wiley
  • 出版日期: 1999-10-08
  • 售價: $7,770
  • 貴賓價: 9.5$7,382
  • 語言: 英文
  • 頁數: 340
  • 裝訂: Hardcover
  • ISBN: 0780334043
  • ISBN-13: 9780780334045
  • 相關分類: 人工智慧
  • 海外代購書籍(需單獨結帳)

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商品描述

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:

  • Types of neural networks and neural network algorithms
  • Knowledge-based representation and acquisition
  • Reasoning methodologies and searching strategies
  • Chaotic analysis of biomedical time series
  • Genetic algorithms
  • Probability-based systems and fuzzy systems
  • Case study and MATLAB® exercises
  • Evaluation and validation of decision support aids

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.

商品描述(中文翻譯)

**描述:**
生物醫學/電機工程的神經網絡與人工智慧
本參考書籍以生物醫學和生物醫學工程的實例為基礎,全面涵蓋當前可用於構建計算機輔助決策支持系統的所有主要技術。您將找到基於當前理論和神經網絡、人工智慧及其他方法的生物醫學實用解決方案,這些方法用於開發決策輔助工具,包括混合系統。《生物醫學工程的神經網絡與人工智慧》為生物醫學工程、生物醫學資訊學和醫療人工智慧的學生和科學家提供了對當前廣泛應用的強大技術的深入理解。重點主題包括:

- 神經網絡的類型和神經網絡算法
- 基於知識的表示和獲取
- 推理方法論和搜索策略
- 生物醫學時間序列的混沌分析
- 遺傳算法
- 基於概率的系統和模糊系統
- 案例研究和MATLAB®練習
- 決策支持工具的評估和驗證

**目錄:**
前言
致謝
概述
神經網絡
神經網絡的基礎
神經網絡的類別
分類網絡與學習
監督學習
非監督學習
設計問題
比較分析
驗證與評估
人工智慧
計算機輔助決策的基礎
知識表示
知識獲取
推理方法論
驗證與評估
替代方法
遺傳算法
概率系統
模糊系統
混合系統
HyperMerge,一種混合專家系統
未來展望
索引
關於作者