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. 2011 Sep 9;27(21):3024–3028. doi: 10.1093/bioinformatics/btr514

Table 3.

A comparison of predictive performances obtained by using random sampling versus balanced sampling for training reveals that both protein representational biases and sequence features contribute to PPI predictions

The subset sampling for training Yeast
Human
Random Balanced Random Balanced
M1 0.71 ± 0.02 0.65 ± 0.01 0.72 ± 0.01 0.63 ± 0.01
M2 0.67 ± 0.02 0.60 ± 0.02 0.67 ± 0.01 0.57 ± 0.01
M3 0.57 ± 0.01 0.55 ± 0.01 0.58 ± 0.01 0.54 ± 0.01