Data mining and medical knowledge management: cases and applications [1 ed.] 1605662186, 9781605662183, 9781605662190
The healthcare industry produces a constant flow of data, creating a need for deep analysis of databases through data mi
332 49 1MB
English Pages 465 Year 2009
Table of contents :
Cover Page......Page 1
Title Page......Page 2
ISBN 1605662186......Page 3
Table of Contents (with page links)......Page 5
Foreword......Page 15
Preface......Page 20
Acknowledgement......Page 24
I Data, Information and Knowledge......Page 26
II Ontologies in the Health Field......Page 62
III Cost-Sensitive Learning in Medicine......Page 82
IV Classification and Prediction with Neural Networks......Page 101
V Preprocessing Perceptrons and Multivariate Decision Limits......Page 133
VI Image Registration for Biomedical Information Integration......Page 147
VII ECG Processing......Page 162
VIII EEG Data Mining Using PCA......Page 186
IX Generating and Verifying Risk Prediction Models Using Data Mining......Page 206
X Management of Medical Website Quality Labels via Web Mining......Page 231
XI Two Case-Based Systems for Explaining Exceptions in Medicine......Page 252
XII Discovering Knowledge from Local Patterns in SAGE Data......Page 276
XIII Gene Expression Mining Guided by Background Knowledge......Page 293
XIV Mining Tinnitus Database for Knowledge......Page 318
XV Gaussian-Stacking Multiclassifiers for Human Embryo Selection......Page 332
XVI Mining Tuberculosis Data......Page 357
XVII Knowledge-Based Induction of Clinical Prediction Rules......Page 375
XVIII Data Mining in Atherosclerosis Risk Factor Data......Page 401
Compilation of References......Page 423
About the Contributors......Page 451
Index (with page links)......Page 462
Cover Page......Page 1
Title Page......Page 2
ISBN 1605662186......Page 3
Table of Contents (with page links)......Page 5
Foreword......Page 15
Preface......Page 20
Acknowledgement......Page 24
I Data, Information and Knowledge......Page 26
II Ontologies in the Health Field......Page 62
III Cost-Sensitive Learning in Medicine......Page 82
IV Classification and Prediction with Neural Networks......Page 101
V Preprocessing Perceptrons and Multivariate Decision Limits......Page 133
VI Image Registration for Biomedical Information Integration......Page 147
VII ECG Processing......Page 162
VIII EEG Data Mining Using PCA......Page 186
IX Generating and Verifying Risk Prediction Models Using Data Mining......Page 206
X Management of Medical Website Quality Labels via Web Mining......Page 231
XI Two Case-Based Systems for Explaining Exceptions in Medicine......Page 252
XII Discovering Knowledge from Local Patterns in SAGE Data......Page 276
XIII Gene Expression Mining Guided by Background Knowledge......Page 293
XIV Mining Tinnitus Database for Knowledge......Page 318
XV Gaussian-Stacking Multiclassifiers for Human Embryo Selection......Page 332
XVI Mining Tuberculosis Data......Page 357
XVII Knowledge-Based Induction of Clinical Prediction Rules......Page 375
XVIII Data Mining in Atherosclerosis Risk Factor Data......Page 401
Compilation of References......Page 423
About the Contributors......Page 451
Index (with page links)......Page 462
![Data mining and medical knowledge management: cases and applications [1 ed.]
1605662186, 9781605662183, 9781605662190](https://ebin.pub/img/200x200/data-mining-and-medical-knowledge-management-cases-and-applications-1nbsped-1605662186-9781605662183-9781605662190.jpg)
- Author / Uploaded
- Petr Berka
- Jan Rauch
- Djamel Abdelkader Zighed
- Petr Berka
- Jan Rauch
- Djamel Abdelkader Zighed
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