LDNFSGB: prediction of long non-coding rna and disease association using network feature similarity and gradient boosting

Table 3 LOOCV test results of LDNFSGB on LncRNADisease using different classifiers

Classifier	Acc	Sen	Spe	Pre	MCC
SVM	0.6252	0.8011	0.4492	0.5926	0.2675
Naïve Bayes	0.5834	0.8572	0.3099	0.5540	0.1997
Logistic Regression	0.7101	0.7053	0.7150	0.7122	0.4204
Random Forest	0.8798	0.8787	0.8810	0.8807	0.7597
Rotation Forest	0.8878	0.9087	0.8668	0.8722	0.7763
Ada Boosting	0.8719	0.9093	0.8345	0.8460	0.7459
DELM	0.7968	0.8572	0.7365	0.7649	0.5981
Gradient Boosting	0.8975	0.9257	0.8657	0.8733	0.7929

ISSN: 1471-2105