Explore
Bayesian Filter Design for Computational Medicine
0 Ungluers have
Faved this Work
Login to Fave
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.
This book is included in DOAB.
Why read this book? Have your say.
You must be logged in to comment.
Rights Information
Are you the author or publisher of this work? If so, you can claim it as yours by registering as an Unglue.it rights holder.Downloads
This work has been downloaded 8 times via unglue.it ebook links.
- 8 - pdf (CC BY) at Unglue.it.
Keywords
- Bayesian decoder design
- Bayesian Filter Design
- Bayesian Filter Design neuroengineering
- Bayesian filtering
- Biomedical Signal Processing
- computational medicine bayesian
- Electrodermal activity analysis
- Galvanic skin response processing
- Galvanic skin response signal
- Mixed filters
- Physiological decoders
- skin response signal processing
- State-space estimation
- thema EDItEUR::M Medicine and Nursing::MQ Nursing and ancillary services::MQW Biomedical engineering
- thema EDItEUR::P Mathematics and Science::PH Physics::PHV Applied physics::PHVN Biophysics
- thema EDItEUR::P Mathematics and Science::PS Biology, life sciences::PSA Life sciences: general issues::PSAN Neurosciences
- thema EDItEUR::U Computing and Information Technology::UY Computer science::UYS Digital signal processing (DSP)
Links
DOI: 10.1007/978-3-031-47104-9Editions