Abstract:
Quantitative EEG has been explored to evaluate brain conditions; this is an increasing trend, as non-invasive EEG equipment becomes more accessible and powerful. In this ...Show MoreMetadata
Abstract:
Quantitative EEG has been explored to evaluate brain conditions; this is an increasing trend, as non-invasive EEG equipment becomes more accessible and powerful. In this paper, we discuss the possible impacts of sampling rate and eye condition choices in three commonly used qEEG features: absolute band power, Higuchi's fractal dimension, and frontal alpha asymmetry; these features are extracted from a high-quality database of healthy subjects. The setup impact is measured using the traditional frequentist statistical approach and Bayesian analysis; the later allowing for conclusions to be made either for the alternative or the null hypothesis. We noticed that sampling rate impact is more uniform, and task impact depends on the channel; moreover, the definition of bandpass and the gamma band may be critical for some qEEG features, and standardization is advised.
Published in: 2022 Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA)
Date of Conference: 21-22 September 2022
Date Added to IEEE Xplore: 07 November 2022
ISBN Information:
ISSN Information:
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- IEEE Keywords
- Index Terms
- Sampling Rate ,
- Quantitative EEG ,
- Impact Of Sampling Rate ,
- Null Hypothesis ,
- Healthy Subjects ,
- Bayesian Inference ,
- Statistical Approach ,
- Fractal Dimension ,
- Band Power ,
- Eye Conditions ,
- Absolute Power ,
- Alpha Asymmetry ,
- Central Region ,
- Bayesian Model ,
- Power Relations ,
- Alternative Hypothesis ,
- Impact Of Conditions ,
- Signal Amplitude ,
- Occipital Lobe ,
- Independent Component Analysis ,
- Frequentist Approach ,
- Bayes Factor ,
- Beta Band ,
- Evidence For Hypothesis ,
- Alpha Band ,
- Eye Closure ,
- Vertical Electrooculogram ,
- Research Domain Criteria ,
- Common Average Reference ,
- Pairwise Tests
- Author Keywords
- qEEG ,
- EEG ,
- healthy ,
- RDoC ,
- Bayesian Inference
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Sampling Rate ,
- Quantitative EEG ,
- Impact Of Sampling Rate ,
- Null Hypothesis ,
- Healthy Subjects ,
- Bayesian Inference ,
- Statistical Approach ,
- Fractal Dimension ,
- Band Power ,
- Eye Conditions ,
- Absolute Power ,
- Alpha Asymmetry ,
- Central Region ,
- Bayesian Model ,
- Power Relations ,
- Alternative Hypothesis ,
- Impact Of Conditions ,
- Signal Amplitude ,
- Occipital Lobe ,
- Independent Component Analysis ,
- Frequentist Approach ,
- Bayes Factor ,
- Beta Band ,
- Evidence For Hypothesis ,
- Alpha Band ,
- Eye Closure ,
- Vertical Electrooculogram ,
- Research Domain Criteria ,
- Common Average Reference ,
- Pairwise Tests
- Author Keywords
- qEEG ,
- EEG ,
- healthy ,
- RDoC ,
- Bayesian Inference