Table 1.
Average ROC and ROC50 scores | |||
Methods | ROC | ROC50 | Source |
SVM-Top-n-gram | |||
n = 1 | 0.9069 | 0.696 | |
n = 2 | 0.9230 | 0.713 | |
n = 3 | 0.9073 | 0.653 | |
SVM-Top-n-gram-combine | 0.9329 | 0.763 | |
SVM-Bprofile(Ph = 0.13) | 0.9032 | 0.681 | [28] |
SVM-Ngram | 0.7914 | 0.584 | [32] |
SVM-Pattern | 0.8354 | 0.589 | [32] |
SVM-Motif | 0.8136 | 0.616 | [32] |
SVM-Top-n-gram-combine-LSA | 0.9390 | 0.767 | |
SVM-Bprofile-LSA(Ph = 0.13) | 0.9210 | 0.698 | [28] |
SVM-Ngram-LSA | 0.8595 | 0.628 | [32] |
SVM-Pattern-LSA | 0.8789 | 0.626 | [32] |
SVM-Motif-LSA | 0.8592 | 0.628 | [32] |
PSI-BLAST | 0.6754 | 0.330 | [32] |
SVM-Pairwise | 0.8960 | 0.464 | [11] |
SVM-LA(β = 0.5) | 0.9250 | 0.649 | [11] |
Profile(5,7.5) | 0.9800 | 0.794 | [10] |
SW-PSSM(3.0,0.750,1.50) | 0.9820 | 0.904 | [10] |
SVM-Ngram, SVM-Pattern, SVM-Motif, SVM-Bprofile and SVM-Top-n-gram refer to the methods based on the five building blocks: N-grams, patterns, motifs, binary profiles and Top-n-grams respectively. The methods with combine suffix refer to the methods combining Top-1-grams and Top-2-grams. The methods with LSA suffix refer to the corresponding methods after latent semantic analysis. Source is the sources of results.