A Machine Learning Approach for the Detection of QRS Complexes in Electrocardiogram (ECG) Using Discrete Wavelet Transform (DWT) Algorithm

Table 2

QRS complex detection.

Record no.	TB	DB	TP	FP	FN	% Se	%Pp	% DER
100	2273	2273	2273	0	0	100	100	0
100	2273	2273	2273	0	0	100	100	0
101	1865	1866	1863	3	6	99.89	99.83	0.26
102	2187	2187	2181	0	0	99.72	99.72	0.54
103	2084	2084	2084	6	2		100	0
104	2222	2260	2224	2	3	100	98.4	1.83
105	2572	2579	2569	12	5	99.77	99.61	0.5
106	2026	2025	2023	34	4	99.8	99.9	0.29
107	2136	2150	2134	3	3	99.88	99.25	0.88
108	1763	1850	1755	18	4	99.54	94.86	5.84
109	2532	2519	2528	93	8	99.85	99.96	0.19
111	1763	1850	2124	1	0	100	100	0
112	1987	1988	2539	1	0	99.23	99.96	0.03
113	1518	1518	1759	0	1	100	99.94	0.05
114	1619	1619	1879	1	0	99.12	99.73	0.26
115	2477	2477	1953	4	0	100	100	0
116	2325	2206	2391	2	2	100	99.87	0.99
117	2251	1879	1535	5	0	99.94	99.67	0.32
118	2345	1468	2278	3	3	100	99.79	0.08
119	1589	1654	1984	5	0	100	99.91	0.35
121	2145	2345	2476	3	0	100	99.83	0.21
122	1981	1548	1518	4	1	99.84	100	0
123	1245	1680	1852	0	0	99.93	99.93	0
124	1546	1897	1628	2	1	100	100	0.12