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
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;
Conference_Titel :
Signal Processing & its Applications (CSPA), 2014 IEEE 10th International Colloquium on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4799-3090-6
DOI :
10.1109/CSPA.2014.6805754