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Table 4 The effect of the combination parameter λ (Dataset A: M.musculus)

From: Protein function prediction by collective classification with explicit and implicit edges in protein-protein interaction networks

parameter λ molecular function   biological process   cellular component
1st 2nd 3rd 1st 2nd 3rd 4th 1st 2nd 3rd
Origin 0.282 0.124 0.099 0.389 0.233 0.127 0.087 1.632 0.449 0.237
λ=0.1 0.327 0.160 0.149 0.416 0.229 0.131 0.104 1.762 0.549 0.267
λ=0.3 0.470 0.285 0.230 0.563 0.317 0.157 0.135 2.020 0.670 0.319
λ=0.5 0.442 0.296 0.161 0.537 0.267 0.147 0.146 1.850 0.618 0.279
λ=0.7 0.404 0.253 0.183 0.493 0.285 0.168 0.109 1.654 0.540 0.245
λ=0.9 0.376 0.206 0.110 0.429 0.243 0.115 0.131 1.522 0.414 0.197