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The energy, fractal dimension and sample entropy features computed on ITD representation coupled with decision tree classifier has yielded an average classification accuracy of 95.67%, sensitivity and specificity of 99% and 99.5%, respectively using 10-fold cross validation scheme. With application of the nonlinear ITD representation, along with conceptual advancement and improvement of the accuracy, the developed system is clinically ready for mass screening in resource constrained and emerging economy scenarios. <\/jats:p>","DOI":"10.1142\/s0129065713500238","type":"journal-article","created":{"date-parts":[[2013,6,11]],"date-time":"2013-06-11T02:23:48Z","timestamp":1370917428000},"page":"1350023","source":"Crossref","is-referenced-by-count":103,"title":["APPLICATION OF INTRINSIC TIME-SCALE DECOMPOSITION (ITD) TO EEG SIGNALS FOR AUTOMATED SEIZURE PREDICTION"],"prefix":"10.1142","volume":"23","author":[{"given":"ROSHAN JOY","family":"MARTIS","sequence":"first","affiliation":[{"name":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"U RAJENDRA","family":"ACHARYA","sequence":"additional","affiliation":[{"name":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"},{"name":"Department of Biomedical Engineering, Faculty of Engineering, University of Malaya, Malaysia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"JEN HONG","family":"TAN","sequence":"additional","affiliation":[{"name":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"ANDREA","family":"PETZNICK","sequence":"additional","affiliation":[{"name":"Singapore Eye Research Institute, Singapore 168751, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"LOUIS","family":"TONG","sequence":"additional","affiliation":[{"name":"Singapore National Eye Center, Singapore 168751, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"CHUA KUANG","family":"CHUA","sequence":"additional","affiliation":[{"name":"Department of Electronics and Computer Engineering, Ngee Ann Polytechnic, Singapore 599489, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"EDDIE YIN KWEE","family":"NG","sequence":"additional","affiliation":[{"name":"School of Mechanical and Aerospace Engineering, Nanyang Technological University, Singapore 639798, Singapore"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2013,8,7]]},"reference":[{"key":"rf1","volume-title":"Aminoff's Electrodiagnosis in Clinical Neurology","author":"Aminoff M. 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