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Autonomic Nervous System Dynamics for Mood and Emotional-State Recognition

von Enzo Pasquale Scilingo und Gaetano Valenza
Softcover - 9783319378220
106,99 €
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Hardcover - 9783319026381
106,99 €

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Weitere Formate

Hardcover - 9783319026381
106,99 €

Beschreibung

This monograph reports on advances in the measurement and study of autonomic nervous system (ANS) dynamics as a source of reliable and effective markers for mood state recognition and assessment of emotional responses. Its primary impact will be in affective computing and the application of emotion-recognition systems. Applicative studies of biosignals such as: electrocardiograms; electrodermal responses; respiration activity; gaze points; and pupil-size variation are covered in detail, and experimental results explain how to characterize the elicited affective levels and mood states pragmatically and accurately using the information thus extracted from the ANS. Nonlinear signal processing techniques play a crucial role in understanding the ANS physiology underlying superficially noticeable changes and provide important quantifiers of cardiovascular control dynamics. These have prognostic value in both healthy subjects and patients with mood disorders. Moreover, Autonomic Nervous System Dynamics for Mood and Emotional-State Recognition proposes a novel probabilistic approach based on the point-process theory in order to model and characterize the instantaneous ANS nonlinear dynamics providing a foundation from which machine “understanding” of emotional response can be enhanced. Using mathematics and signal processing, this work also contributes to pragmatic issues such as emotional and mood-state modeling, elicitation, and non-invasive ANS monitoring. Throughout the text a critical review on the current state-of-the-art is reported, leading to the description of dedicated experimental protocols, novel and reliable mood models, and novel wearable systems able to perform ANS monitoring in a naturalistic environment. Biomedical engineers will find this book of interest, especially those concerned with nonlinear analysis, as will researchers and industrial technicians developing wearable systems and sensors for ANS monitoring.

Significant Advances in Data Acquisition, Signal Processing and Classification

Significant Advances in Data Acquisition, Signal Processing and Classification

Details

Verlag Springer International Publishing
Ersterscheinung 23. August 2016
Maße 23.5 cm x 15.5 cm
Gewicht 2876 Gramm
Format Softcover
ISBN-13 9783319378220
Auflage Softcover reprint of the original 1st ed. 2014
Seiten 162