Real-Time Heart Arrhythmia Detection Using Apache Spark Structured Streaming

Table 6

Classification performance of the proposed method and comparison with some recently proposed methods.

Approach	Method	Acc	Se/Rec	Pre	F1 score	Sp
Offline	Wang et al. [36]	—	82.2	83.8	82.8	—
	Ghosh et al. [35]	99.4	98.7	—	—	100
	Mahmud et al. [38]	99.2	99.1	99.0	99.1	—
	He et al. [39]	95.1	87.2	82.4	84.0	—
Online	Kanadala et al. [37]	—	74.2	—	—	88.4
	Proposed method	88.7	83.8	92.5	86.0	97.5