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Table 6 Average ranks based on the Enrichment Score for the best performing networks of each inference method

From: Functional networks inference from rule-based machine learning models

Category

FuNeL

Pearson

ARACNE

MIC

GO BP

C4 (3)

SE(C3) (1.5)

SN(C3) (4)

SN(C3) (1.5)

GO MF

C3 (3.5)

SN(C3) (3.5)

SN(C3) (2)

SN(C3) (1)

GO CC

C3 (4)

SN(C1) (3)

SN(C3) (2)

SN(C3) (1)

Patwhays

C4 (1.5)

SN(C2) (3.5)

SE(C1) (1.5)

SE(C3) (3.5)

Average

3

2.88

2.38

1.75

  1. For each category and for each method, we report the network used in the analysis. The ranks (in brackets) were averaged across all 8 datasets, and the highest ranks are shown with bold font. The last row reports the average ranks across all the biological categories. The following abbreviations were used for GO categories: biological process (BP), molecular function (MF) and cellular component (CC)