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Fuzzy Systems in Medicine / Edition 1

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Overview

Provides an introduction to the fundamental concepts of fuzziness together with a compilation of recent advances in the application to medicine. The tutorials in the first part of the book range from basic concepts through theoretical frameworks to rule simplification through data clustering methodologies and the design of multivariate rule bases through self-learning by mapping fuzzy systems onto neural network structures. The case studies which follow are representative of the wide range of applications currently pursued in relation to medicine. The majority of applications presented in this book are about bridging the gap between low-level sensor measurements and intermediate or high-level data representations. The book offers a comprehensive perspective from leading authorities world-wide and provides a tantalising glimpse into the role of sophisticated knowledge engineering methods in shaping the landscape of medical technology in the future.

The book contains black-and-white illustrations.

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Product Details

  • ISBN-13: 9783790812633
  • Publisher: Springer-Verlag New York, LLC
  • Publication date: 3/28/2000
  • Series: Studies in Fuzziness and Soft Computing
  • Edition description: New Edition
  • Edition number: 1
  • Pages: 698

Table of Contents

In Memoriam
Foreword
Preface
Pt. 1 Tutorials
Fuzzy Sets and Fuzzy Systems: A Brief Introduction 3
Defining Membership Functions 32
Membership Functions, Fuzzification and Defuzzification 48
Fuzzy Sets and Knowledge Representation 78
Monotonic Fuzzy Implications 90
Discretization and Fuzzification of Numerical Attributes in Attribute-Based Learning 112
Fuzzy Clustering Algorithms with Applications to Rule Extraction 139
Neurofuzzy Systems 174
Intelligent Decision Making Systems: From Medical Diagnosis to Vocational Guidance 204
Pt. 2 Case Studies
Entropy and Energy Measures of Fuzziness in ECG Signal Processing 227
Fuzzy Logic System for ECG Interpretation 246
EEG Analysis for Assessment of Depth of Anaesthesia 261
Fuzzy Sets in Medical Image Processing 281
Enhancement of Megavoltage Images in Radiation Therapy Using Fuzzy and Neural Image Processing Techniques 316
Fuzzy Clustering Methods for the Segmentation of Multimodal Medical Images 335
Fuzzy Clustering for Parametric Map Construction in Myocardial Perfusion Magnetic Resonance Images 351
Neuro-Fuzzy Models of Radiographic Image Classification 361
Segmentation of Medical Images Using Fuzzy Technique 394
Fuzzy Quantification of Artery Lesions in Renal Arteriographies 410
Fusion of Numerical and Structural Image Information in Medical Imaging in the Framework of Fuzzy Sets 429
Fuzzy Reasoning in Pacemaker Control 451
Closed-Loop Control of Anaesthesia Using Fuzzy Logic 467
Self-Learning Fuzzy Logic Control of Anaesthetic Intravenous Infusions 484
Fuzzy Inference Neural Networks and Their Applications to Medical Diagnosis 503
Neuro-Fuzzy Modelling of Heart Rate Signals and Application to Diagnostics 519
Fuzzy Diagnosis by Score-Based Tests - Implementation Issues 543
A Comparison of Fuzzy Decision Models Supporting the Optimal Therapy 561
A Neuro-Fuzzy System for Emulation of Human Grasp Movements 573
Fuzzy and Crisp Logical Rule Extraction Methods in Application to Medical Data 593
Extending Description Logics to Vague Knowledge in Medicine 617
Representation and Acquisition of Knowledge for a Fuzzy Medical Consultation System 636
The Development of a Fuzzy Expert System for the Analysis of Umbilical Cord Blood 652
Fuzzy Expert System for Exercise: Therapy in Diabetics 669
Subject Index 693
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