component;
eeg;
intercranial;
machine learning;
random forest;
D O I:
10.1109/CICN.2015.54
中图分类号:
TP18 [人工智能理论];
学科分类号:
081104 ;
0812 ;
0835 ;
1405 ;
摘要:
Nearly 1 out of every 100 person on the planet is afflicted to Epilepsy, which is characterized by the occurrence of spontaneous seizures[ 8]. A victim maybe be given sufficiently high dose of anticonvulsant medication, in order to prevent seizures, but they may suffer from side effects. In 20-40% of cases with epilepsy, medication is not effective, even after surgical removal of brain tissues that cause epilepsy, many continue to still experience unprompted seizures. In spite of the fact that seizures occur sporadically, the patients suffer from persistent anxiety, due to possibility of a seizure occurring. The potential to help the patients in leading a more normal life can be done with the help of Seizure forecasting systems. If we are able to predict seizures as early as possible then we have the chance of effectively aborting the seizure using responsive neurostimulation. However if we fail to detect the seizure in its early stages then it becomes very hard to abort seizures. This model aims to create a suitable model to detect the seizure in its early stages so that proper actions can be taken.
机构:
Massachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Westover, M. Brandon
Bianchi, Matt T.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Boston, MA USA
Massachusetts Gen Hosp, Sleep Div, Dept Neurol, Boston, MA 02114 USAMassachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Bianchi, Matt T.
Shafi, Mouhsin
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Shafi, Mouhsin
Hoch, Daniel B.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Hoch, Daniel B.
Cole, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Cole, Andrew J.
Chiappa, Keith
论文数: 0引用数: 0
h-index: 0
机构:
King Edward VII Mem Hosp, Paget, Bermuda
Dept Internal Med, Paget, BermudaMassachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Chiappa, Keith
Cash, Sydney S.
论文数: 0引用数: 0
h-index: 0
机构:
Massachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
Harvard Univ, Sch Med, Boston, MA USAMassachusetts Gen Hosp, MGH Epilepsy Serv, Boston, MA 02114 USA
机构:
Baptist Hosp Miami, Miami, FL USA
Florida Int Univ, Dept Neurol, Miami, FL 33199 USADuke Univ, Med Ctr, Dept Med Neurol, Durham, NC 27710 USA
Smart, S.
Husain, A.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Med Neurol, Durham, NC 27710 USA
Vet Affairs Med Ctr, Neurodiagnost Ctr, Durham, NC USADuke Univ, Med Ctr, Dept Med Neurol, Durham, NC 27710 USA