Volume 5, Issue 2 (3-2009)                   JSDP 2009, 5(2): 17-28 | Back to browse issues page

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Classification of Memory Correlated Event Related Potentials in Old/New Items Recall using Time-Frequency Features. JSDP 2009; 5 (2) :17-28
URL: http://jsdp.rcisp.ac.ir/article-1-748-en.html
Classification of Memory Correlated Event Related Potentials in Old/New Items Recall using Time-Frequency Features
Abstract:   (4637 Views)

Abstract: The object of this research is development of memory assessment system, using Event Related Potentials. Our approach is using ERPs recorded on Fz, Cz and Pz electrodes. Subjects made old/new recognition judgments on new unstudied unmeaning pictures and old pictures which had been presented at study phase. Features related with memory activity in time-frequency domain were used to achieve this purpose. So that discrete wavelet transform coefficients of Event Related Potentials computed, then using mean, variance and power of specific frequency bands, 36 features on 3 channels were obtained entirely. After appropriate feature selection on single and three channels Linear discriminant analysis was done to get classification results using selected features. Finally we discriminated groups with 89.3% accuracy in test group by combination of three channels features.
Keywords: Memory, Event Related Potentials, discrete wavelet transform, Linear Discriminant Analysis, Feature selection.
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Type of Study: Research | Subject: Paper
Received: 2009/03/19 | Accepted: 2018/02/21 | Published: 2018/02/21 | ePublished: 2018/02/21
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