Real-Time Heart Arrhythmia Detection Using Apache Spark Structured Streaming

Table 5

Classification performance of the proposed method and comparison with some online methods from the literature.

Method	Acc (%)	Se (%)	Sp (%)
Lee et al. [6]	99	—	—
Park and Kang [21]	96.7	99.5	89.9
Sutton et al. [22]	82.1	100	73.6
Lahdenoja [28]	97	93	100
Tateno and Glass [29]	—	94.4	97.2
Dash et al. [31]	—	90.2	91.2
Jang et al. [33]	91.9	84.6	94.3
Gradl et al. [47]	—	89.5	80.6
Leutheuser [48]	91.6	90.9	92.3
Yen et al. [49]	98.3	—	—
Oresko et al. [50]	93.3	—	—
Proposed method	88.7	83.8	97.5