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Studentized continuous wavelet transform (t-CWT) in the analysis of individual ERPs: real and simulated EEG data

Please always quote using this URN: urn:nbn:de:bvb:20-opus-113581
  • This study aimed at evaluating the performance of the Studentized Continuous Wavelet Transform (t-CWT) as a method for the extraction and assessment of event-related brain potentials (ERP) in data from a single subject. Sensitivity, specificity, positive (PPV) and negative predictive values (NPV) of the t-CWT were assessed and compared to a variety of competing procedures using simulated EEG data at six low signal-to-noise ratios. Results show that the t-CWT combines high sensitivity and specificity with favorable PPV and NPV. Applying theThis study aimed at evaluating the performance of the Studentized Continuous Wavelet Transform (t-CWT) as a method for the extraction and assessment of event-related brain potentials (ERP) in data from a single subject. Sensitivity, specificity, positive (PPV) and negative predictive values (NPV) of the t-CWT were assessed and compared to a variety of competing procedures using simulated EEG data at six low signal-to-noise ratios. Results show that the t-CWT combines high sensitivity and specificity with favorable PPV and NPV. Applying the t-CWT to authentic EEG data obtained from 14 healthy participants confirmed its high sensitivity. The t-CWT may thus be well suited for the assessment of weak ERPs in single-subject settings.show moreshow less

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Metadaten
Author: Ruben G. L. Real, Boris Kotchoubey, Andrea Kübler
URN:urn:nbn:de:bvb:20-opus-113581
Document Type:Journal article
Faculties:Fakultät für Humanwissenschaften (Philos., Psycho., Erziehungs- u. Gesell.-Wissensch.) / Institut für Psychologie
Language:English
Year of Completion:2014
Source:Frontiers in Neuroscience 8:279 (2014). 10.3389/fnins.2014.00279
DOI:https://doi.org/10.3389/fnins.2014.00279
Dewey Decimal Classification:1 Philosophie und Psychologie / 15 Psychologie / 150 Psychologie
Tag:EEG; ERP; detection; electroencephalogram; significance; t-CWT; wavelet
Release Date:2015/06/22
EU-Project number / Contract (GA) number:247919
EU-Project number / Contract (GA) number:287320
OpenAIRE:OpenAIRE
Collections:Open-Access-Publikationsfonds / Förderzeitraum 2014
Licence (German):License LogoCC BY: Creative-Commons-Lizenz: Namensnennung