Detection of Epileptic Spike-Wave Discharges Using SVM

Author(s):  
Yaozhang Pan ◽  
Shuzhi Sam Ge ◽  
Feng Ru Tang ◽  
Abdullah Al Mamun
2012 ◽  
Vol 107 (1) ◽  
pp. 83-94 ◽  
Author(s):  
Peter Neal Taylor ◽  
Marc Goodfellow ◽  
Yujiang Wang ◽  
Gerold Baier

Author(s):  
Peter N. Taylor ◽  
Gerold Baier ◽  
Sydney S. Cash ◽  
Justin Dauwels ◽  
Jean-Jacques Slotine ◽  
...  

2013 ◽  
Vol 14 (S1) ◽  
Author(s):  
Peter N Taylor ◽  
Yujiang Wang ◽  
Justin Dauwels ◽  
Gerold Baier

2013 ◽  
Vol 14 (S1) ◽  
Author(s):  
Peter N Taylor ◽  
Yujiang Wang ◽  
Gerold Baier ◽  
Sydney S Cash ◽  
Justin Dauwels

2014 ◽  
Vol 2014 ◽  
pp. 1-6 ◽  
Author(s):  
Evgenia Sitnikova ◽  
Alexander E. Hramov ◽  
Vadim Grubov ◽  
Alexey A. Koronovsky

The risk of neurological diseases increases with age. In WAG/Rij rat model of absence epilepsy, the incidence of epileptic spike-wave discharges is known to be elevated with age. Considering close relationship between epileptic spike-wave discharges and physiologic sleep spindles, it was assumed that age-dependent increase of epileptic activity may affect time-frequency characteristics of sleep spindles. In order to examine this hypothesis, electroencephalograms (EEG) were recorded in WAG/Rij rats successively at the ages 5, 7, and 9 months. Spike-wave discharges and sleep spindles were detected in frontal EEG channel. Sleep spindles were identified automatically using wavelet-based algorithm. Instantaneous (localized in time) frequency of sleep spindles was determined using continuous wavelet transform of EEG signal, and intraspindle frequency dynamics were further examined. It was found that in 5-months-old rats epileptic activity has not fully developed (preclinical stage) and sleep spindles demonstrated an increase of instantaneous frequency from beginning to the end. At the age of 7 and 9 months, when animals developed matured and longer epileptic discharges (symptomatic stage), their sleep spindles did not display changes of intrinsic frequency. The present data suggest that age-dependent increase of epileptic activity in WAG/Rij rats affects intrinsic dynamics of sleep spindle frequency.


2015 ◽  
Author(s):  
Sofia A. Startceva ◽  
Annika Lüettjohann ◽  
Ilya V. Sysoev ◽  
Gilles van Luijtelaar

2013 ◽  
Vol 109 (10) ◽  
pp. 2505-2516 ◽  
Author(s):  
Fu-Zen Shaw ◽  
Yi-Fang Liao ◽  
Ruei-Feng Chen ◽  
Yu-Hsing Huang ◽  
Rick C. S. Lin

The contribution of the zona incerta (ZI) of the thalamus on spike-wave discharges (SWDs) was investigated. Chronic recordings of bilateral cortices, bilateral vibrissa muscle, and unilateral ZI were performed in Long-Evans rats to examine the functional role of SWDs. Rhythmic ZI activity appeared at the beginning of SWD and was accompanied by higher-oscillation frequencies and larger spike magnitudes. Bilateral lidocaine injections into the mystacial pads led to a decreased oscillation frequency of SWDs, but the phenomenon of ZI-related spike magnitude enhancement was preserved. Moreover, 800-Hz ZI microstimulation terminates most of the SWDs and whisker twitching (WT; >80%). In contrast, 200-Hz ZI microstimulation selectively stops WTs but not SWDs. Stimulation of the thalamic ventroposteriomedial nucleus showed no obvious effect on terminating SWDs. A unilateral ZI lesion resulted in a significant reduction of 7- to 12-Hz power of both the ipsilateral cortical and contralateral vibrissae muscle activities during SWDs. Intraincertal microinfusion of muscimol showed a significant inhibition on SWDs. Our present data suggest that the ZI actively modulates the SWD magnitude and WT behavior.


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