Data Mining and Medical Knowledge Management -

Data Mining and Medical Knowledge Management

Cases and Applications
Buch | Hardcover
467 Seiten
2009
Medical Information Science Reference (Verlag)
978-1-60566-218-3 (ISBN)
277,95 inkl. MwSt
Presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data.
The healthcare industry produces a constant flow of data, creating a need for deep analysis of databases through data mining tools and techniques resulting in expanded medical research, diagnosis, and treatment. ""Data Mining and Medical Knowledge Management: Cases and Applications"" presents case studies on applications of various modern data mining methods in several important areas of medicine, covering classical data mining methods, elaborated approaches related to mining in electroencephalogram and electrocardiogram data, and methods related to mining in genetic data. A premier resource for those involved in data mining and medical knowledge management, this book tackles ethical issues related to cost-sensitive learning in medicine and produces theoretical contributions concerning general problems of data, information, knowledge, and ontologies.

Classification and prediction with neural networks; Clinical prediction rules; Cost-sensitive learning in medicine; ECG processing; EEG data mining using PCA; Gene expression mining; Human embryo selection; Image registration for biomedical information integration; Medical knowledge management; Medical website management; Mining tuberculosis data; Ontologies in the health field; Preprocessing perceptrons and multivariate decision limits; Risk prediction models using data mining.

Erscheint lt. Verlag 10.3.2011
Zusatzinfo illustrations
Verlagsort Hershey
Sprache englisch
Gewicht 1596 g
Themenwelt Mathematik / Informatik Informatik Datenbanken
Medizin / Pharmazie Allgemeines / Lexika
ISBN-10 1-60566-218-6 / 1605662186
ISBN-13 978-1-60566-218-3 / 9781605662183
Zustand Neuware
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