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August 1, 201577 citations

Detection of stress/anxiety state from EEG features during video watching

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GGGiorgos GiannakakisDGDimitris GrigoriadisMTManolis Tsiknakis

Key Result

EEG features were evaluated for their ability to accurately discriminate between relaxed and anxiety/stress states in a subset of 18 subjects.

Structured PICO

P
Population
18 subjects fulfilling criteria of adequate anxiety/stress scale based on self-rated arousal and valence during video sessions
I
Intervention
Evaluation of temporal, spectral and non-linear EEG features
O
Outcome
Discrimination ability between relaxed and anxiety/stress statessurrogate

Specific temporal, spectral, and non-linear EEG features can be selected to discriminate between relaxed and stress/anxiety states induced by video watching.

Abstract

This paper studies the effect of stress/anxiety states on EEG signals during video sessions. The levels of arousal and valence that are induced to each subject while watching each video are self rated. These levels are mapped in stress and relaxed states and subjects that fufill criteria of adequate anxiety/stress scale were chosen leading to a subset of 18 subjects. Then, temporal, spectral and non linear EEG features are evaluated for being able to represent accurately states under investigation. Feature selection schemes choose the most significant of them in order to provide increased discrimination ability between relaxed and anxiety/stress states.

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Cite This Study

Giannakakis et al. (2015) studied this question. EEG features were evaluated for their ability to accurately discriminate between relaxed and anxiety/stress states in a subset of 18 subjects.

synapsesocial.com/papers/695f70aac94b33ab4fa97f8fhttps://doi.org/10.1109/embc.2015.7319767
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