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Medical Informatics - Knowledge Management and Data Mining in Biomedicine
von: Hsinchun Chen, Sherrilynne S. Fuller, Carol Friedman, William Hersh
Springer-Verlag, 2006
ISBN: 9780387257396 , 648 Seiten
Format: PDF, OL
Kopierschutz: Wasserzeichen
Preis: 106,99 EUR
TABLE OF CONTENTS
6
EDITORS' BIOGRAPHIES
20
AUTHORS' BIOGRAPHIES
24
PREFACE
40
UNIT I Foundational Topics in Medical Informatics
46
Chapter 1 KNOWLEDGE MANAGEMENT, DATA MINING, AND TEXT MINING IN MEDICAL INFORMATICS
48
Chapter 2 MAPPING MEDICAL INFORRIATICS RESEARCH
79
Chapter 3 BIOINFORMATICS CHALLENGES AND OPPORTUNITIES
108
Chapter 4 MANAGING INFORMATION SECURITY AND PRIVACY IN HEALTHCARE DATA MINING
140
Chapter 5 ETHICAL AND SOCIAL CHALLENGES OF ELECTRONIC HEALTH INFORMATION
183
UNIT II Information and Knowledge Management
205
Chapter 6 MEDICAL CONCEPT REPRESENTATION
207
Chapter 7 CHARACTERIZING BIOMEDICAL CONCEPT RELATIONSHIPS
228
Chapter 8 BIOMEDICAL ONTOLOGIES
256
Chapter 9 INFORMATION RETRIEVAL AND DIGITAL LIBRARIES
282
Chapter 10 MODELING TEXT RETRIEVAL IN BIOMEDICINE
321
Chapter 11 PUBLIC ACCESS TO ANATOMIC IMAGES
343
Chapter 12 3D MEDICAL INFORMATICS
378
Chapter 13 INFECTIOUS DISEASE INFORMATICS AND OUTBREAK DETECTION
404
UNIT III Text Mining and Data Mining
441
Chapter 14 SEMANTIC INTERPRETATION FOR THE BIOMEDICAL RESEARCH LITERATURE
443
Chapter 15 SEMANTIC TEXT PARSING FOR PATIENT RECORDS
468
Chapter 16 IDENTIFICATION OF BIOLOGICAL RELATIONSHIPS FROM TEXT DOCUMENTS
494
Chapter 17 CREATING, MODELING, AND VISUALIZING METABOLIC NETWORKS
535
Chapter 18 GENE PATHWAY TEXT MINING AND VISUALIZATION
564
Chapter 19 THE GENOMIC DATA MINE
592
Chapter 20 EXPLORATORY GENOMIC DATA ANALYSIS
617
Chapter 21 JOINT LEARNING USING MULTIPLE TYPES OF DATA AND KNOWLEDGE
638
AUTHOR INDEX
669
SUBJECT INDEX
671
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