Table 5. auROC and auPRC comparison analysis for recognition of splice sites on C. elegans dataset.
ACCEPTOR | DONOR | |||
Algorithm | auROC | auPRC | auROC | auPRC |
Feature | ||||
K-mer | 88.2 | 15.8 | 83.1 | 6.2 |
Gibbs Sampling | 84.2 | 80.4 | 79.1 | 80.3 |
EFFECT | 97.9 | 90.2 | 96.7 | 91.3 |
Statistical | ||||
PWM | 63.6 | 7.02 | 62.5 | 4.8 |
BayesNetwork | 64.2 | 6.9 | ||
HomogenousHMM | 75.03 | 12.62 | 78.3 | 13.9 |
InHomogenousHMM | 75.71 | 11.3 | 77.9 | 12.3 |
MSP | 76.8 | 13.9 | 78.21 | 13.5 |
Kernel | ||||
WeightedDegreePosition | 99.36 | 86.7 | 99.5 | 88.2 |
WeightedDegreePositionShift | 99.2 | 89.1 | 99.8 | 90.1 |