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Table 5 Performance comparison of three versions of DCAFP

From: A density-based clustering approach for identifying overlapping protein complexes with functional preferences

PPI network

Version of DCAFP

f -measure

Accuracy

MMR

Precision

Recall

f -measure

Krogan

Density only

0.77

0.29

0.42

0.49

0.16

FPs only

0.62

0.22

0.32

0.41

0.1

Both

0.54

0.46

0.5

0.51

0.23

Gavin

Density only

0.56

0.31

0.4

0.41

0.17

FPs only

0.7

0.2

0.31

0.4

0.09

Both

0.56

0.38

0.45

0.46

0.19

Collins

Density only

0.69

0.33

0.45

0.44

0.2

FPs only

0.65

0.22

0.33

0.39

0.11

Both

0.69

0.44

0.54

0.47

0.23

DIP Scere

Density only

0.52

0.31

0.39

0.39

0.17

FPs only

0.27

0.62

0.38

0.39

0.2

Both

0.39

0.6

0.47

0.46

0.27

DIP Hsapi

Density only

0.32

0.15

0.2

0.21

0.03

FPs only

0.38

0.2

0.26

0.25

0.04

Both

0.39

0.29

0.333

0.32

0.08

  1. DCAFP with density only is the version of DCAFP that only considers the density property, DCAFP with functional preferences (FPs) only is the version of DCAFP that only considers the property of functional preferences, and DCAFP with both is the complete version of DCAFP.