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Medical device data and modeling for clinical decision making

Author
Zaleski, John.
Title
Medical device data and modeling for clinical decision making [electronic resource] / John R. Zaleski.
Format
E-Book
Published
Boston : Artech House, c2011.
Description
xii, 344 p. : ill. ; 26 cm.
URL
Access for [SOUTHEAST] Access for [BLOOMINGTON] Access for [EAST] Access for [NORTHWEST] Access for [IUPUI] Access for [KOKOMO] Access for [SOUTH BEND] Access for [COLUMBUS]
Uniform series
Artech House bioinformatics & biomedical imaging series.
Notes
Includes bibliographical references (p. 331-334) and index. Available on campus and off campus with authorized login.
Contents
  • Introduction to physiological modeling in medicine : a survey of existing methods, approaches, and trends. Overview ; The art of modeling and prediction ; Why model? ; Multivariate models and model complexity ; Clinical informatics and meaningful use ; Types of models ; Stochastic modeling and Monte Carlo simulation ; Guidelines and protocols ; Summary
  • Simulation and modeling techniques. simulating physical systems ; Introduction to Monte Carlo simulation ; Introduction to discrete event simulation models ; Deterministic mathematical models ; Probability and statistics ; Sensitivity, specifity and confidence intervals ; Chi-square tests ; The concept of x² and the assignment problem ; Other applications of optimal assignment methodologies ; Noise and error representation ; Queuing theory deep dive and examples ; Summary
  • Introduction to automatic control systems theory and applications. State space modeling ; Controllability and observability ; The feedback control loop ; System stability ; Techniques for representing physical phenomena
  • Physical system modeling and state representation. Fluid mechanics applications ; Electrical signal and circuit analogs to physical systems ; Simplified physiological systems modeling
  • Medical device data measurement, interoperability, interfacing, and analysis. Types of medical devices used for physiological measurement ; Medical device interfaces, standards, and interoperability initiatives ; Medical device data collection, validation, and clinical use ; Biomedical device interoperability and the electronic medical record ; Associating biomedical device data with patients ; Spatial-temporal modeling of medical device data ; Biomedical data storage and retrieval ; Applying wavelet transforms to biomedical device data ; Summary
  • Systems modeling example applications. Modeling to assist diagnosis and treatment ; Clinical workflow and decision support ; Systems modeling and integration ; Integrating clinical decision support systems within clinical information systems ; Summary
  • Modeling benefits, cautions, and future work
  • Appendix. Monte Carlo simulation : computing [pi] ; Monte Carlo simulation : stereo viewing covariance model ; Optimal assignment algorithm ; Simple discrete event model ; Gaussian random number generation ; Poisson and exponentially distributed random numbers ; Java applet plotter ; Kalman filter ; Line plotter ; Control systems modeling : spring mass response to step function.
Subject headings
Medical informatics.
Medical subjects
Decision Support Techniques. Medical Informatics--methods.
Genre heading
Electronic books.
ISBN
9781608070947 (hbk.) 1608070948 (hbk.)

Holdings

Library
Blmgtn - Herman B Wells Library
Location
World Wide Web
Library
Columbus - University Library of Columbus
Location
World Wide Web
Library
Indpls - IUPUI University Library
Location
World Wide Web
Library
Kokomo Library
Location
World Wide Web
Library
Northwest Library (Gary)
Location
World Wide Web
Library
East Library - Richmond
Location
World Wide Web
Library
South Bend - Schurz Library
Location
World Wide Web
Library
Southeast Library - New Albany
Location
World Wide Web