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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Medizin Nichtklinische Fächer Bayesian Filter Design for Computational Medicine
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Bayesian Filter Design for Computational Medicine
Dilranjan S. Wickramasuriya, Rose T. Faghih (Broschiert, Englisch)
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Beschreibung
This book serves as a tutorial that explains how different state estimators (Bayesian filters) can be built when all or part of the observations are binary. The book begins by briefly motivating the need for point process state estimation followed by an introduction to the overall approach, as well as some basic background material in statistics that are necessary for the equation derivations that… are utilized in subsequent chapters. The subsequent chapters focus on different state-space models and provide step-by-step explanations on how to build the corresponding Bayesian filters. Each of the main chapters that describes a single state-space model also describes the corresponding MATLAB code examples at the end. Descriptions are also provided regarding the code. The code contains both simulated and experimental data examples. All the experimental data examples are taken from real-world experiments. The experiments involve the recording of skin conductance, heartrate and blood cortisol data. A MATLAB toolbox of code examples that cover the different filters covered in the book is included in a companion webpage. The book is primarily intended for graduate students in either electrical engineering or biomedical engineering who will be beginning research in state estimation related to point process data or mixed data (i.e., point processes and other types of observations). The book can also be used by practicing researchers who measure skin conductance and heart rate or pulsatile hormones in their own work (e.g. in psychology). This is an open access book. 42,79 €
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Technische Daten
Erscheinungsdatum
31.03.2025
Sprache
Englisch
EAN
9783031471063
Herausgeber
Springer International Publishing
Sonderedition
Nein
Autor
Dilranjan S. Wickramasuriya, Rose T. Faghih
Seitenanzahl
228
Einbandart
Broschiert
Buch Untertitel
A State-Space Estimation Framework
Schlagwörter
State-space estimation, Bayesian filtering, Bayesian decoder design, Physiological decoders, Mixed filters, Biomedical signal processing, Electrodermal activity analysis, skin response signal processing, Galvanic skin response signal, Galvanic skin response processing, Bayesian Filter Design neuroengineering, Bayesian Filter Design, computational medicine bayesian, Open Access
Thema-Inhalt
PSAN - Neurowissenschaften
MQW - Biomedizinische Technik
TJF - Elektronik
UYS - Digitale Signalverarbeitung (DSP)
PHVN - Biophysik
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Palgrave Macmillan, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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