DocumentCode
134539
Title
Application of Discriminant Function Analysis in ischemic stroke group level discrimination
Author
Omar, W.R.W. ; Taib, M.N. ; Jailani, R. ; Mohamad, Zainab ; Jahidin, A.H. ; Sharif, Z.
Author_Institution
Fac. of Electr. Eng., Univ. Teknol. MARA, Shah Alam, Malaysia
fYear
2014
fDate
7-9 March 2014
Firstpage
229
Lastpage
232
Abstract
This paper presents the application of Discriminant Function Analysis (DFA) of stroke brainwave for ischemic stroke group level discrimination. The Relative Power Ratio (RPR) of stroke brainwave has been selected as an input for DFA. There were 100 subjects from National Stroke Association of Malaysia (NASAM), Petaling Jaya, Selangor, Malaysia divided into Advance Group (AG), Intermediate Group (IG) and Early Group (EG)with 33, 36 and 31 subjects for each group. The characteristic of the acute ischemic stroke brainwaves were determined due to the group rehabilitation progression. From the results, it shows that this technique can be classifying the three different stroke group levels with minimum of 72%, 61% 59.5% and 81% for accuracy, precision, sensitivity, specifity respectively.
Keywords
electroencephalography; medical signal processing; DFA; NASAM; National Stroke Association of Malaysia; RPR; acute ischemic stroke brainwaves; discriminant function analysis; group rehabilitation progression; ischemic stroke group level discrimination; relative power ratio; Accuracy; Correlation; Data collection; Electrodes; Electroencephalography; Sensitivity; Signal processing; Electroencephalogram (EEG); discriminant function analysis; relative power ratio; stroke;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal Processing & its Applications (CSPA), 2014 IEEE 10th International Colloquium on
Conference_Location
Kuala Lumpur
Print_ISBN
978-1-4799-3090-6
Type
conf
DOI
10.1109/CSPA.2014.6805754
Filename
6805754
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