Medical Informatics: Knowledge Management and Data Mining in Biomedicine / Edition 1

Medical Informatics: Knowledge Management and Data Mining in Biomedicine / Edition 1

by Hsinchun Chen
     
 

ISBN-10: 038724381X

ISBN-13: 9780387243818

Pub. Date: 06/21/2005

Publisher: Springer US

The authors are widely recognized professors and researchers in Schools of Medicine and Information Systems from the University of Arizona, University of Washington, Columbia University, and Oregon Health and Science University In addition, individual expert contributing authors have been commissioned to write chapters for the book on their respective topical

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Overview

The authors are widely recognized professors and researchers in Schools of Medicine and Information Systems from the University of Arizona, University of Washington, Columbia University, and Oregon Health and Science University In addition, individual expert contributing authors have been commissioned to write chapters for the book on their respective topical expertise The newer concepts, techniques, and practices of biomedical knowledge management and data mining are introduced and examined in detail The editors have developed a book that will compliment the popular introductory medical informatics textbooks and could provide a comprehensive, understandable, and up-to-date review of the recent advances in biomedical informatics Knowledge Management and Data Mining in Biomedicine covers the basic foundations of the area while extending the foundational material to include the recent leading-edge research in the field. The newer concepts, techniques, and practices of biomedical knowledge management and data mining are introduced and examined in detail. It is the research and applications in these areas that are raising the technical horizons and expanding the utility of informatics to an increasing number of biomedical professionals and researchers. These concepts and techniques are illustrated with detailed case studies.

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Product Details

ISBN-13:
9780387243818
Publisher:
Springer US
Publication date:
06/21/2005
Series:
Integrated Series in Information Systems, #8
Edition description:
2005
Pages:
648
Product dimensions:
6.10(w) x 9.25(h) x 0.06(d)

Table of Contents

Ch. 1Knowledge management, data mining, and text mining in medical informatics3
Ch. 2Mapping medical informatics research35
Ch. 3Bioinformatics challenges and opportunities63
Ch. 4Managing information security and privacy in health care data mining : state of the art95
Ch. 5Ethical and social challenges of electronic health information139
Ch. 6Medical concept representation163
Ch. 7Characterizing biomedical concept relationships : concept relationships as a pathway for knowledge creation and discovery183
Ch. 8Biomedical ontologies211
Ch. 9Information retrieval and digital libraries237
Ch. 10Modeling text retrieval in biomedicine277
Ch. 11Public access to anatomic images299
Ch. 123D medical informatics : information science in multiple dimensions333
Ch. 13Infectious disease informatics and outbreak detection359
Ch. 14Semantic interpretation for the biomedical research literature399
Ch. 15Semantic text parsing for patient records423
Ch. 16Identification of biological relationships from text documents449
Ch. 17Creating, modeling and visualizing metabolic networks : FCModeler and PathBinder for network modeling and creation491
Ch. 18Gene pathway text mining and visualization519
Ch. 19The genomic data mine547
Ch. 20Exploratory genomic data analysis573
Ch. 21Joint learning using multiple types of data and knowledge593

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