Table 9 Performance comparison of proposed model with state-of-the-art Blockchain-based models for malicious node detection.

From: Enhancing blockchain transaction classification with ensemble learning approaches

Methodology

Acy (%)

Pre (%)

Rec (%)

F-1 (%)

Spe (%)

BAcy (%)

14

98

97

100

99

--

--

15

98

96

--

--

--

--

19

60.09

52

52

52

--

--

Proposed Model

(Hard Voting with Rank Averaging)

99.24

99.48

99.23

99.36

99.25

99.24