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Table 8 Comparison of prediction accuracy (%) for SCL12. Prediction accuracies (%) for using leave-one-out cross-validation (LOOCV) on SCL12L and independent test on SCL12T are obtained from the paper [4]. The input data is sequence only (S) or sequence with accession number (AN).

From: ProLoc-GO: Utilizing informative Gene Ontology terms for sequence-based prediction of protein subcellular localization

Method

Input data

Features

LOOCV SCL12L

Independent test SCL12T

ProtLock [8]

S

AAC

29.7

26.4

Least Euclidean distance [9]

S

AAC

30.1

29.5

Ploc [10]

S

AAC and amino acid pairs

30.5

34.3

HSLPred [11]

S

AAC and dipeptide composition

30.7

33.3

ProLoc-GO

S

GO terms using BLAST

90.0

88.1

Hum-PLoc [4]

S with AN

Hybridization of GO terms and Pse-AA

81.1

85.0

ProLoc-GO

S with AN

GO terms (No BLAST)

91.1

90.6