Dataset
|
Direct correlation inference methods
|
the state-of-the-art method
|
---|
Corpcor
|
Space
|
MIND
|
E-C&S&M
|
B&E-C&S&M
|
Pearson
|
IDA
|
Lasso
|
E-P&I&L
|
---|
EMT
|
35
|
45
|
24
|
41
|
40
|
30
|
29
|
29
|
31
|
MCC
|
200
|
183
|
210
|
209
|
216
|
205
|
198
|
187
|
203
|
BR
|
98
|
83
|
95
|
102
|
105
|
114
|
124
|
120
|
101
|
- To compare the performance of our method with a related work, we investigate the number of experimentally confirmed miRNA-mRNA associations of the state-of-the-art Ensemble model. It combines Pearson’s correlation (denoted as P), IDA (denoted as I), and Lasso (denoted as L) using the Borda count election and was reported as the best-performed Ensemble model on the three datasets [1]. ‘E’ denotes the Ensemble approach, and ‘B&E’ denotes the DMirNet with both bootstrapping and Ensemble aggregation