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portada A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers
Type
Physical Book
Publisher
Author
Year
2023
Language
English
Pages
148
Format
Paperback
Dimensions
24.40 x 17.00 x 0.80 cm
ISBN13
9783031235306

A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers

Tristan D. Griffith;James E. Hubbard Jr.;Mark J. Balas (Author) · Springer · Paperback

A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers - Tristan D. Griffith;James E. Hubbard Jr.;Mark J. Balas

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Synopsis "A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers"

This book develops and details a rigorous, canonical modeling approach for analyzing spatio-temporal brain wave dynamics. The nonlinear, nonstationary behavior of brain wave measures and general uncertainty associated with the brain makes it difficult to apply modern system identification techniques to such systems. While there is a substantial amount of literature on the use of stationary analyses for brain waves, relatively less work has considered real-time estimation and imaging of brain waves from noninvasive measurements. This book addresses the issue of modeling and imaging brain waves and biomarkers generally, treating the nonlinear and nonstationary dynamics in near real-time. Using a modal state-space formulation leads to intuitive, physically significant models which are used for analysis and diagnosis.
A Modal Approach to the Space-Time Dynamics of Cognitive Biomarkers provides a much-needed reference for practicing researchers in biomarker modeling leveraging the lens of engineering dynamics. 

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