Abdel-Malik M. Sabreen, Adel A. Samir, L. A. ElMahdy, Mima H. Ibrahim, M. H. Tawfik, Omneia O. ElShaer, H. Mostafa
{"title":"Seizure Detection Using Gilbert’s Algorithm","authors":"Abdel-Malik M. Sabreen, Adel A. Samir, L. A. ElMahdy, Mima H. Ibrahim, M. H. Tawfik, Omneia O. ElShaer, H. Mostafa","doi":"10.1109/ICM.2018.8704083","DOIUrl":null,"url":null,"abstract":"Seizure detection for epileptic patients can be done using Support Vector Machines (SVMs). SVMs are a well- established method in classification between seizure and nonseizure points. One of the SVM trainers is Gilbert’s Algorithm. This paper elaborates Gilbert’s Algorithm role in training SVM to succeed in performing seizure detection. FPGA is used to accelerate the SVM training because of its reconfigurability. The reached results are highlighted and discussed as well as the used power and resources.","PeriodicalId":305356,"journal":{"name":"2018 30th International Conference on Microelectronics (ICM)","volume":"55 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 30th International Conference on Microelectronics (ICM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICM.2018.8704083","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
Seizure detection for epileptic patients can be done using Support Vector Machines (SVMs). SVMs are a well- established method in classification between seizure and nonseizure points. One of the SVM trainers is Gilbert’s Algorithm. This paper elaborates Gilbert’s Algorithm role in training SVM to succeed in performing seizure detection. FPGA is used to accelerate the SVM training because of its reconfigurability. The reached results are highlighted and discussed as well as the used power and resources.