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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한의용생체공학회 Biomedical Engineering Letters (BMEL) Biomedical Engineering Letters (BMEL) Vol.7 No.1
- 발행연도
- 2017.1
- 수록면
- 1 - 5 (5page)
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This study investigates the sensitivity andspecificity of predicting epileptic seizures from intracranialelectroencephalography (iEEG). A monitoring system isstudied to generate an alarm upon detecting a precursor ofan epileptic seizure. The iEEG traces of ten patients sufferingfrom medically intractable epilepsy were used tobuild a prediction model. From the iEEG recording of eachpatient, power spectral densities were calculated and classifiedusing support vector machines. The prediction resultsvaried across patients. For seven patients, seizures werepredicted with 100% sensitivity without any false alarms. One patient showed good sensitivity but lower specificity,and the other two patients showed lower sensitivity andspecificity. Predictive analytics based on the spectral featureof iEEG performs well for some patients but not all. This result highlights the need for patient-specific predictionmodels and algorithms.
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참고문헌 (14)
참고문헌 신청
Jeong S / 2013 / A personalized healthcare system for chronic disease care in home-hospital cloud environments / International conference on ICT convergence :371~376
Gandhi M / 2015 / Predictions in heart disease using techniques of data mining / International conference on futuristic trends on computational analysis and knowledge management :520~525
Fisher RS / 2005 / Epileptic seizures and epilepsy : definitions proposed by the international league against epilepsy and the international bureau for epilepsy / Epilepsia 46(4):470~472
Mormann F / 2007 / Seizure prediction: the long and winding road / Brain 130(2):314~333
Scheffer M / 2009 / Earlywarning signals for critical transitions / Nature 461(7260):53~59
Gandhi M / 2015 / Predictions in heart disease using techniques of data mining / International conference on futuristic trends on computational analysis and knowledge management :520~525
Fisher RS / 2005 / Epileptic seizures and epilepsy : definitions proposed by the international league against epilepsy and the international bureau for epilepsy / Epilepsia 46(4):470~472
Mormann F / 2007 / Seizure prediction: the long and winding road / Brain 130(2):314~333
Scheffer M / 2009 / Earlywarning signals for critical transitions / Nature 461(7260):53~59
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