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    Abstract
2013 (Vol. 5, Issue: 24)
Article Information:

Detection of Brain Activity in Functional Magnetic Resonance Imaging Data using Matrix Factorization

Amir A. Khaliq, I.M. Qureshi, Ihsanulhaq and Jawad A. Shah
Corresponding Author:  Amir A. Khaliq 

Key words:  Blind source separation, Functional Magnetic Resonance Imaging (fMRI), matrix factorization, medical image processin, , ,
Vol. 5 , (24): 5566-5571
Submitted Accepted Published
October 12, 2012 December 03, 2012 May 30, 2013
Abstract:

Non-negative matrix factorization (NMF) is becoming a popular tool for decomposition of data in the field of signal and image processing like Independent Component Analysis (ICA). In this study we are relaxing the requirement of non-negative data for NMF making the update equations simple and thus making it Matrix Factorization (MF) and implementing it on simulated Functional Magnetic Resonance Imaging (fMRI) data for detection of neuronal activity. Simulated fMRI data is processed to detect the hidden sources of task related activity, functional activity and artifacts using the proposed MF technique. Performance of the proposed scheme is better than NMF in terms of average correlation results of the extracted sources/time courses with the actual sources/time courses. Similarly proposed MF is computationally cost effective and converges fast as compared to NMF. Also extracted sources obey no permutation which is the limitation of ICA and NMF.
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  Cite this Reference:
Amir A. Khaliq, I.M. Qureshi, Ihsanulhaq and Jawad A. Shah, 2013. Detection of Brain Activity in Functional Magnetic Resonance Imaging Data using Matrix Factorization.  Research Journal of Applied Sciences, Engineering and Technology, 5(24): 5566-5571.
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ISSN (Online):  2040-7467
ISSN (Print):   2040-7459
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