Report
Localization of Epileptic Seizure Focus by Computerized Analysis of fMRI Recordings
| العنوان: | Localization of Epileptic Seizure Focus by Computerized Analysis of fMRI Recordings |
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| المؤلفون: | Hekmati, Rasoul, Azencott, Robert, Zhang, Wei, Chu, Zili D., Paldino, Michael J. |
| سنة النشر: | 2018 |
| المجموعة: | Quantitative Biology |
| مصطلحات موضوعية: | Quantitative Biology - Quantitative Methods, Quantitative Biology - Neurons and Cognition |
| الوصف: | By computerized analysis of cortical activity recorded via fMRI for pediatric epilepsy patients, we implement algorithmic localization of epileptic seizure focus within one of eight cortical lobes. Our innovative machine learning techniques involve intensive analysis of large matrices of mutual information coefficients between pairs of anatomically identified cortical regions. Drastic selection of pairs of regions with significant inter-connectivity provide efficient inputs for our Multi-Layer Perceptron (MLP) classifier. By imposing rigorous parameter parsimony to avoid over fitting we construct a small size MLP with very good percentages of successful classification. Comment: 25 pages,5 figures |
| نوع الوثيقة: | Working Paper |
| URL الوصول: | http://arxiv.org/abs/1812.04533 |
| رقم الانضمام: | edsarx.1812.04533 |
| قاعدة البيانات: | arXiv |
| الوصف غير متاح. |