Table 3 Statistics on the impact of adding spurious interactions to the Yeast-D2 dataset.
Noise | \(Add_{Random}\) | \(Add_{HighDegree}\) | \(Add_{LowDegree}\) | ||||||
---|---|---|---|---|---|---|---|---|---|
m | \(\vert n \vert _{d=1}\) | \(d_{Avg}\) | m | \(\vert n \vert _{d=1}\) | \(d_{Avg}\) | m | \(\vert n \vert _{d=1}\) | \(d_{Avg}\) | |
0% | 6993 | 92 | 9.6923 | 6993 | 92 | 9.6923 | 6993 | 92 | 9.6923 |
10% | 7835 | 92 | 10.8593 | 7572 | 92 | 10.4948 | 7113 | 64 | 9.8586 |
20% | 8607 | 92 | 11.9293 | 8150 | 92 | 11.2959 | 7234 | 42 | 10.0263 |
30% | 9417 | 92 | 13.0520 | 8729 | 92 | 12.0984 | 7354 | 39 | 10.1927 |
40% | 10249 | 92 | 14.2051 | 9308 | 92 | 12.9009 | 7474 | 27 | 10.3590 |
50% | 11043 | 92 | 15.3056 | 9886 | 92 | 13.7020 | 7595 | 20 | 10.5267 |