Research Article

PPI-GA: A Novel Clustering Algorithm to Identify Protein Complexes within Protein-Protein Interaction Networks Using Genetic Algorithm

Table 1

Summary of some PPI networks clustering algorithms.

Method 1Structure 2Class 3Overlapping 4Reference

MCODEDenseLDYes[9]
SPICiDenseLDYes[10]
CPADenseLDYes[11]
ClusterOneDenseLDYes[12]
CFINDERDenseLDYes[13]
RNSCDenseCLNo[6]
MOEPGADensePSYes[15]
RamadanDensePSYes[3]
MCLArbitraryFSYes[4]
DMCL-EHODensePSYes[19]
K-meansArbitraryCLYes[20]

1: method acronym;2: topological structure a method searches for (arbitrary or dense subgraphs); 3: the class of the method, where LD : local neighborhood density, CL : cost-based local search, FS : flow simulation, and PS : population-based stochastic search if the method generates overlapping clusters; 4: if the method generates overlapping clusters.