Research Article

Feature Selection Has a Large Impact on One-Class Classification Accuracy for MicroRNAs in Plants

Table 1

Comparison of classification accuracies among this and other published methods (PlantMiRNAPred [32], Triplet-SVM [38], microPred [39], and MotifmiRNAPred [33]). The best performance per organism is highlighted in bold. ACC: accuracy.

OrganismPlantMiRNAPredTriplet-SVMmicroPredMotifmiRNAPredThis study
ACCACCACCACCACC

gma98.5074.1086.7089.8097.38
zma98.3066.9093.8094.8093.59
sbi98.4069.5094.6093.5094.25
ath92.2076.0089.4093.3097.39
ppt92.4071.4089.5090.2097.20
ptc91.8075.2084.9092.2094.00
osa94.2075.5090.4090.3095.32
Avg95.1172.6689.9092.0195.59