Automatic Epileptic Seizure Detection Using Scalp EEG and Advanced Artificial Intelligence Techniques

Table 14

Seizure detection studies and classification results.

Author	Year	Dataset	Classifier	Patients	Sensitivity (%)	Specificity (%)	Accuracy (%)	FPR/h
Aarabi et al. [11]	2006	AMI	BPNN	6	91.00	95.00	93.00	1.17
Acharya et al. [68]	2012	BONN	PNN, SVM, C4.5, BC, FSC, KNN, GMM	10	94.4–99.4	91.1–100	88.1–95.9	—
Bao et al. [87]	2008	BONN	PNN	10	—	—	71–96.8	—
Chandaka et al. [88]	2009	BONN	SVM	10	92.00	100	95.96	—
Kannathal et al. [38]	2005	BONN	ANFIS	10	91.49	93.02	92.2	—
Kumar et al. [42]	2010	BONN	EN, RBNN	10	—	—	94.5	—
Kumari and Jose [89]	2011	BONN	SVM	5	100.00	100	100	0
Acharya et al. [44]	2012	BONN	SVM	10	94.38	93.23	80.9–86.1	—
Polat and Güneş [90]	2007	BONN	DTC	10	99.40	99.31	98.72	—
Polat and Güneş [69]	2008	BONN	C4.5	10	99.49	99.12	99.32	—
Song and Liò [91]	2010	BONN	BPNN, ELM	10	97.26	98.77	95.67	—
Srinivasan et al. [43]	2007	BONN	PNN, EN		—	—	100
Subasi [92]	2007	BONN	MPNN, ME	10	95.00	94	94.5	—
Subasi and Gursoy [93]	2010	BONN	SVM		99-100	98.5–100	98.75–100	—
Übeyli [66]	2008	BONN	SVM	10	99.25	100	99.3	—
Übeyli [67]	2009	BONN	PNN, SVM, MPNN, CNN, ME, MME, RNN	10	99.20	99.78	99.2	—
Yuan et al. [46]	2011	BONN	SVM, BPNN, ELM	10	92.50	96	96	—
Zheng et al. [94]	2012	BXH	SVM	7	44.23	—	—	1.6–10.9
Khan et al. [63]	2012	CHBMIT	LDA	5	83.60	100	91.8
Nasehi and Pourghassem [64]	2013	CHBMIT	IPSONN	23	98.00	—	—	0.125
Shoeb [62]	2009	CHBMIT	SVM	24	96.00	—	—	0.08
Acir and Güzeliş [75]	2004	DEU	SVM	7	90.30	—	—
Rasekhi et al. [76]	2013	EUR	SVM	10	73.90	—	—	0.15
Park et al. [72]	2011	FRE	SVM	18	92.5–97.5	—	—	0.2–0.29
Patel et al. [74]	2009	FRE	SVM, LDA, QDA, MDA	21	90.9–94.2	59.5–77.9	76.5–87.7	—
Patnaik and Manyam [73]	2008	FRE	BPNN	21	91.29	99.19	—	—
Williamson et al. [71]	2011	FRE	SVM	21	90.80	—	—	0.094
Yuan et al. [18]	2012	FRE	ELM	21	93.85	94.89	94.9	0.35
Bao et al. [87]	2008	JPH	PNN	12	—	—	94.07	—
Saab and Gotman [10]	2005	MON	BC		76.00	—	—	0.34
Grewal and Gotman [95]	2005	MON2	BC	16	89.40	—	—	0.22
D’Alessandro et al. [96]	2005	PEN & BON	PNN	2	100.00	—	—	1.1
Sorensen et al. [97]	2010	RIG	SVM	6	77.8–100	—	—	0.16–5.31
Acharya et al. [68]	2012	SGR & BONN	PNN, SVM	21 + 10	—	—	99.9	—
Buhimschi et al. [22]	1998	Unknown	PNN	4	62.50	90.47	—	0.2775
Subasi [17]	2006	Unknown	DFNN	5	93.10	92.8	93.1	—