Automated detection of auditory response: applying sequential detection strategies with constant significance level to magnitude-squared coherence.

Objective: The detection of the auditory steady-state responses is usually performed by an appropriate objective response detector applied to stimulus-related epochs of the raw electroencephalogram (EEG). In order to improve the detection time, sequential detection strategies are usually used. These...

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Publicado en:International Journal of Audiology Vol. 58; no. 9; pp. 598 - 604
Autores principales: Antunes, Felipe, Zanotelli, Tiago, Bonato Felix, Leonardo
Formato: equations & formulas research tables/charts Journal Article
Publicado: Taylor & Francis Ltd Sep2019
Acceso en línea:Ver este registro en EBSCOhost
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        14992027
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      jtl: International Journal of Audiology
      issn: 14992027
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      dt: Sep2019
      vid: 58
      iid: 9
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      pub: Taylor & Francis Ltd
      place: Philadelphia, Pennsylvania
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        10.1080/14992027.2019.1610910
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        atl: Automated detection of auditory response: applying sequential detection strategies with constant significance level to magnitude-squared coherence.
      aug:
        au:
          Antunes, Felipe
          Zanotelli, Tiago
          Bonato Felix, Leonardo
        affil: Graduate Program in Electrical Engineering, Federal University of São João del-Rei, São João del-Rei, MG, Brazil
      sug:
        subj:
          Auditory Steady-State Response
          Automation
          Systems Analysis
          Simulations
          Electroencephalography
          Human
          Evoked Potentials, Auditory
          Colleges and Universities
          Adult
          Acoustic Stimulation
          McNemar's Test
          Signal Processing, Computer Assisted
          Adult: 19-44 years
      ab: Objective: The detection of the auditory steady-state responses is usually performed by an appropriate objective response detector applied to stimulus-related epochs of the raw electroencephalogram (EEG). In order to improve the detection time, sequential detection strategies are usually used. These multiple tests strategies increase the probability of mistakenly detecting a response. The aim of this study was to develop strategies to determine the critical values for the sequential detection strategies based on constant significance level tests. Design: Extensive Monte Carlo simulations were used to test these strategies for the magnitude-squared coherence (MSC) detector. The performances of these strategies were compared with previous works found in the literature. Study sample: All strategies were applied to synthetic and real EEG datasets. Results: The strategies ensure the desired significance level at the end of the sequential detection strategy. The simulated results are in accordance with the real data results. Conclusions: For the MSC detector, where the critical value depends on the number of epochs, the proposed sequential detection strategies obtain better performance regarding test time and detection rate, but worse overall detection rate compared to applying a test only once.
      pubtype: Academic Journal
      doctype:
        equations & formulas
        research
        tables/charts
        Journal Article
      ougenre: Article
    language: English
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