Table 2.
The mean values and the standard deviations of F1 scores for EP2vec and other three baseline methods in 10-fold cross-validation experiments. For FANTOM dataset, we do not evaluate TargetFinder due to lack of experimental features, and we do not evaluate SPEID since it is extremely time-consuming to run 10-fold cross validation of SPEID on so many samples
Dataset | EP2vec | TargetFinder | gkmSVM | SPEID |
---|---|---|---|---|
K562 | 0.882 (0.019) | 0.881 (0.014) | 0.821 (0.018) | 0.846 (0.024) |
IMR90 | 0.872 (0.020) | 0.863 (0.017) | 0.749 (0.026) | 0.825 (0.032) |
GM12878 | 0.867 (0.014) | 0.844 (0.010) | 0.779 (0.015) | 0.809 (0.018) |
HUVEC | 0.875 (0.024) | 0.878 (0.022) | 0.731 (0.028) | 0.809 (0.023) |
HeLa-S3 | 0.920 (0.013) | 0.913 (0.014) | 0.822 (0.021) | 0.888 (0.023) |
NHEK | 0.933 (0.015) | 0.922 (0.018) | 0.800 (0.024) | 0.900 (0.019) |
FANTOM | 0.841(0.004) | / | 0.803(0.017) | / |