Which is the best available automated real-time epilepsy seizure detection algorithm that you have come across given that the algorithm takes care of different artifacts' effect on the detection performance? The performance metrics should include detection accuracy, false alarms, latency/delay from original seizure onset, robustness, computational complexity, etc. Would be more than glad if someone could kindly post your suggestions, opinions or any direct answer. Thank you in advance
Hi Kafiul,
A peer in my Institution (levi B Good) may be able to help you. He has experience doing exactly what you are interested in. He has done this in rats (see publications below) and more recently in mice (not yet published).
Some of his publications are:
- CONTROL OF SYNCHRONIZATION OF BRAIN DYNAMICS LEADS TO CONTROL OF EPILEPTIC SEIZURES IN RODENTS. Levi B.good, Shivkumarsabesan, Steven T.marsh, Kostastsakalis, Davidtreiman, Leoniasemidis. International Journal of Neural Systems 06/2009; 19(3):173-96.
- Nonlinear dynamics of seizure prediction in a rodent model of epilepsy.
Levi B Good, Shivkumar Sabesan, Steven T Marsh, Konstantinos Tsakalis, David M Treiman, Leon D Iasemidis. Nonlinear Dynamics Psychology and Life Sciences 10/2010; 14(4):411-34.
Check this publications and contact Levi here in researchgate if you think his expertise could be of some help to you.
Good luck!!
Felipe
Dear Felipe,
Thank you very much for your kind recommendation. It seems that levi B Good is doing research on seizure prediction and its control which is more advanced than what I am looking for, i.e. "seizure detection algorithm'. I don't think I am in a position to properly understand his work (too much advanced for me you know)...But I have also interest in seizure prediction research and I will look forward to Mr levi B Good's upcoming works in near future once I am done with seizure detection from artifactual signals.
Thanks a lot for your concern and reply once again!
Regards,
Md Kafiul Islam
Dear Tomas Ros,
Thanks a lot for the link. It seems very useful toolbox and I have already downloaded it. Let's see how to make the best use of it. Thanks once again.
Regards
Kafiul
M.E. Saab, J. Gotman. A system to detect the onset of epileptic seizures in scalp EEG. Clinical Neurophysiology Feb 2005: 427-442
Refer : Lan-Lan Chena, JianZhanga, Jun-ZhongZoua, Chen-JieZhaob, Gui-SongWang, A framework on wavelet-based non linear features and extreme learning machine for epileptic seizure detection, Elsevier, Biomedical signal procesisng and control doi : http://dx.doi.org/10.1016/j.bspc.2013.11.010. The results obtained here are very promising
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