Nonlinear biomedical signal processing. Volume II, Dynamic analysis and modeling
Publisher description: Biomedical / Electrical Engineering Nonlinear Biomedical Signal Processing Volume I: Fuzzy Logic, Neural Networks, and New Algorithms A volume in the IEEE Press Series on Biomedical Engineering Metin Akay, Series Editor For the first time, eleven experts in the fields of signa...
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Literature type: | Electronic eBook |
Language: | English |
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IEEE Press series on biomedical engineering
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Online Access: |
https://onlinelibrary.wiley.com/doi/book/10.1109/9780470545379 |
Summary: |
Publisher description: Biomedical / Electrical Engineering Nonlinear Biomedical Signal Processing Volume I: Fuzzy Logic, Neural Networks, and New Algorithms A volume in the IEEE Press Series on Biomedical Engineering Metin Akay, Series Editor For the first time, eleven experts in the fields of signal processing and biomedical engineering have contributed to an edition on the newest theories and applications of fuzzy logic, neural networks, and algorithms in biomedicine. Nonlinear Biomedical Signal Processing, Volume I provides comprehensive coverage of nonlinear signal processing techniques. In the last decade, theoretical developments in the concept of fuzzy logic have led to several new approaches to neural networks. This compilation delivers plenty of real-world examples for a variety of implementations and applications of nonlinear signal processing technologies to biomedical problems. Included here are discussions that combine the various structures of Kohenen, Hopfield, and multiple-layer "designer" networks with other approaches to produce hybrid systems. Comparative analysis is made of methods of genetic, back-propagation, Bayesian, and other learning algorithms. Topics covered include: * Uncertainty management * Analysis of biomedical signals * A guided tour of neural networks * Application of algorithms to EEG and heart rate variability signals * Event detection and sample stratification in genomic sequences * Applications of multivariate analysis methods to measure glucose concentration Nonlinear Biomedical Signal Processing, Volume I is a valuable reference tool for medical researchers, medical faculty and advanced graduate student, s as well as for practicing biomedical engineers. Nonlinear Biomedical Signal Processing, Volume I is an excellent companion to Nonlinear Biomedical Signal Processing, Volume II: Dynamic Analysis and Modeling. |
Item Description: | "IEEE Engineering in medicine and biology society, sponsor." |
Carrier Form: | 1 online resource. |
Bibliography: | Includes bibliographical references and index. |
ISBN: |
9781601194077 (electronic bk.) 1601194072 (electronic bk.) 9780780360129 0780360125 9780470545379 0470545372 |
Index Number: | R857 |
CLC: | R318.08 |
Contents: |
Nonlinear Dynamics Time Series Analysis / Searching for the Origin of Chaos / Approximate Entropy and its Application to Biosignal Analysis / Parsimonious Modeling of Biomedical Signals and Systems: Applications to the Cardiovascular System / Nonlinear Behavior of Heart Rate Variability as Registered after Heart Transplantation / Heart Rate Variability: Measures and Models / Ventriculo-Arterial Interaction after Acute Increase of the Aortic Input Impedance: Description Using Recurrence Plot Analysis / Nonlinear Estimation of Respiratory-Induced Heart Movements and its Application in ECG/VCG Signal Processing / Detecting Nonlinear Dynamics in Sympathetic Activity Directed to the Heart / Assessment of Nonlinear Dynamics in Heart Rate Variability Signal / Nonlinear Deterministic Behavior in Blood Pressure Control / Measurement and Quantification of Spatiotemporal Dynamics of Human Epileptic Seizures / Rhythms Amo Chaos in the Stomach / |