Table 4. auROC and auPRC comparison analysis for recognition of splice sites on NN269 dataset.
ACCEPTOR | DONOR | |||
Algorithm | auROC | auPRC | auROC | AuPRC |
Feature | ||||
K-mer | 63.3 | 75.5 | 90.8 | 90.1 |
Gibbs Sampling | 62.8 | 72.4 | 88.8 | 90.5 |
EFFECT | 97.7 | 94.3 | 98.2 | 92.81 |
Statistical | ||||
PWM | 97.1 | 90.6 | 97.7 | 91.9 |
BayesNetwork | 97.25 | 90.6 | 97.7 | 90.9 |
HomogenousHMM | 59.2 | 26.3 | 86.3 | 71.5 |
InHomogenousHMM | 96.78 | 88.41 | 98.18 | 92.42 |
MSP | ||||
Kernel | ||||
WeightedDegreePosition | 98.16 | 92.53 | 98.5 | 92.86 |
WeightedDegreePositionShift | 98.65 | 94.36 | 98.13 | 92.47 |