Computers in Medical Activity

von: Edward Kacki, Marek Rudnicki, Joanna Stempczynska

Springer-Verlag, 2009

ISBN: 9783642044625 , 274 Seiten

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Computers in Medical Activity


 

Title Page

2

Preface

6

Table of Contents

11

Prophylasis

11

The Estimation of Reliability in the Preventive Examination of Allergic Diseases with Knowledge Discovery Methods

14

Introduction

14

Allergic Diseases

15

Knowledge Discovery

15

Association Rules

16

XML Standards in KDD

17

Predictive Model Markup Language

17

XQuery

17

Model Building and Analysis

19

Model Building

19

Model Analysis

20

Experiments and Preliminary Results

20

Conclusions

22

References

23

Diagnosis

11

Medical Diagnosis with Type-2 Fuzzy Decision Trees

24

Introduction

24

Type-2 Fuzzy Sets

25

Type-2 Fuzzy Decision Trees

27

Type-2 Fuzzy ID3 Algorithm

27

Inference Process Using Type-2 Fuzzy Decision Tree

30

Experimental Results

31

Medical Data Description

31

Results from Type-2 Fuzzy Decision Trees

32

Conclusions

33

References

33

Ranked Modeling of Causal Sequences of Diseases for the Purpose of Early Diagnosis

35

Introduction

35

Ranked Relations between Feature Vectors Based on a Causal Sequence of Diseases

36

Ranked Linear Transformations

37

Designing Ranked Transformations through Minimization of the CPL Criterion Function

38

Example: Causal Sequence of Liver Diseases

39

Concluding Remarks

42

Bibliography

43

A Comparative Analysis of SPECT Images of the Left and Right Cerebral Hemispheres in Patients with Diagnosed Epileptic Symptoms

44

Materials

44

The Method

46

Results

49

Conclusions

51

References

51

Rough Set Theory in the Classification of Diagnoses

52

Introduction

52

Rough Set Theory in the Diagnostic Classification of Patients

53

Theoretical Assumptions of the Classification Model

53

The Practical Explanation of the Patients’ Allocation within Diagnostic Classes

55

The Selection of Reducts from a Set of Conditional Attributes

57

The Generation of Reducts by Dependency Rules

57

The Action of Reducts in an Example

58

Concluding Remarks

61

References

62

Computer Program for Aiding in Wireless Endoscopic Video Interpretation

63

Introduction

63

Model of Deformable Rings

65

The MDR Optimization

66

The MoDeRi Program Functionality

67

The Program Evaluation

69

References

70

Segmentation of Biomedical Images Using Network of Synchronized Oscillators

72

Introduction

72

Image Preprocessing and Analysis

73

Network of Synchronised Oscillators

74

Image Segmentation Examples and Discussion

77

Conclusion

80

References

81

MaZda – The Software Package for Textural Analysis of Biomedical Images

82

Introduction

82

Image Analysis Pathways in MaZda

83

Textural Features

84

Regions of Interest

86

Geometric Parameters

87

Feature Selection and Reduction

88

Texture Classification

88

Feature Maps and Image Segmentation

90

Applications

91

References

92

Gilbert-Multiplier-Based Parallel 1-D and 2-D Analog FIR Filters for Medical Diagnostics

94

Introduction

94

Basics of 1-D and 2-D FIR Filtration

96

Implementation of FIR Filters Using Gilbert Vector Multipliers

97

Implementation Issues of the Proposed 1-D Filter

99

Implementation of 2-D Programmable Image Filter

102

Multirate Systems Realized Using the GVM FIR Filters

105

Conclusions

107

References

107

Biomedical Image Segmentation Based on Aggregated Morphological Spectra

109

Introduction

109

Basic Notions of Morphological Spectra

110

Invariance to Geometrical Transformations

114

Image Segmentation Based on $MS$ Discrimination

116

Conclusions

119

References

120

Prognosis

12

Application of Artificial Neural Network to Predict Survival Time for Patients with Bladder Cancer

121

Introduction

121

Problem Overview

122

Applied Methodology and the Input Training Data

123

Experimental Results

126

Conclusions

128

References

129

Artificial Inteligence Methods in the Problems of Drug Side-Effects

131

Introduction

131

Material from Observation and Clinical Activity

132

Artificial Neural Networks

133

Experimental Study and Its Results

134

Ending Remarks and Conclusions

134

References

134

Medical Equipment

12

Programming Symbian Smartphones for the Blind and Visually Impaired

136

Introduction

136

Symbian Operating System (OS) for the Mobile Platforms

137

Programming for the Symbian Platforms

137

Phone Applications for the Blind/Visually Impaired Users

139

Phone Functions

140

Accessing Web Sites

141

Image Processing Applications

142

Conclusions

142

References

143

CARDIO$^{©}$ – Environment for Computer-Aided Learning and Testing of Interpretation of ECG Signals

144

Introduction

144

Functions of the System

145

Analysis Module of CARDIO System

146

Generator of ECG Parameters (GEP)

147

Module of Interpretation Evaluation

148

Architecture of the CARDIO System

149

Demonstration of Working Sessions

150

Conclusion

151

References

152

Inverse Magnetic Modeling in Computer Tomography

153

Introduction

153

Gradient Coils

153

Shape Optimization

155

Deterministic Optimization

156

Evolutionary Optimization

156

The Results

157

Conclusion

159

References

159

Novel CMOS Analog Pulse Shaping Filter for Solid-State X-Ray Sensors in Medical Imaging Systems

160

Introduction

160

Proposed Pulse Shaping Band-Pass Filter

162

The Shaper Adjusting Capabilities

164

Peak Detector

167

Conclusions

169

References

170

Laser Beam Properties

171

Bibliography

175

General Problems and Healthcare Organization

12

Computer Aiding and Virtual Integration of the Medical Activities

176

Basic Concepts

176

Information Aiding and Process Medical Activities Organization

178

Evolution and Integration of Computer Aided Medical Activities Systems

180

Towards Virtual Medical Activities Organization Based on Network Services

183

Conclusion

189

References

190

Expert Systems in the Medical Insurance Industry

192

Introduction

192

Insureance Process Scheme before the Expert Sytem Creation

192

Expert System Considerations

194

Knowledge Acquisition and the Process of Building an Expert System

195

The Tools for Creating an Expert System

196

Choosing a Tool for Building an Expert System

196

The Architecture of an Expert System Based on PC-Shell

197

Inference Stages

198

Insurance Options

200

The Expert System

200

Summary

201

References

201

Cost-Effectiveness Analysis of Transferring Medical Data over P2P Network

203

Introduction

203

Topology and Functionality of P2P Medical Network

204

Modelling of Simple P2P Network

205

Simulations of Data Transfer in the Network

206

Experiments – Course and Results

207

Concluding Remarks

210

References

211

Another Computer Applications

12

Influence of Upper Respiratory System Disease on the Performance of Automatic Voice Recognition Systems

213

Introduction

213

Speech Database

214

Experimental System for Executing the Research

214

Construction of the System

214

Experiments

219

Presentation of Results

220

Conclusions

223

References

223

From the Research on Synthesis of Static Images of Melanocytic Skin Lesions

224

Introduction

224

Methodology of the Research

224

Algorithms of Mapping Lesions’ Symptoms

226

Algorithms of Synthesis Colors and Structures of the Lesion’s

226

Experimental Results

229

Program Implementation

229

Summary and Conclusion

229

References

229

Modelling of Alveolar Recruitment Phenomena in Human Lungs

231

Background

231

Methods – Theory and Experimental Analysis

234

Results and Conclusion

237

References

238

Comparison of Several Centreline Extraction Algorithms for Virtual Colonoscopy

240

Introduction

240

Basic Concepts of 3D Volumetric Images

241

Centreline Characteristics

242

Characteristics of Virtual Colonoscopy Algorithms

243

A Fully Parallel Thinning Algorithm

243

12-Subiteration Thinning Algorithm

244

Voxel Coding Algorithm

245

Discussion of the Original Algorithm Test Results

247

Improvements of Tested Algorithms

249

Test Results of Improved Algorithms

251

Conclusions

252

References

253

‘‘Algorithm for Treelike Structures Generation’’

254

Natural Examples of Treelike Structures

254

Simulation Purpose

259

How to Generate Virtual Treelike Structures

260

Growth Rules

261

Neuronal Shape Coherence

262

References

262

Computer System for Robust Evaluation of Medical Tests

263

Introduction

263

Hardware

264

Software

265

Statistics Used in Test Evaluation

266

Item Statistics

266

Test Statistics

267

Conclusion

268

References

268

Author Index

269