Method | Feature | Oversampling | Algorithm | The number of subcellular compartments |
---|---|---|---|---|
DeepLncRNA [26] | k-mer, Genome loci, RNA binding motifs | – | Neural networks | 2 |
lncLocator 2.0 [27] | – | – | CNN, LSTM, Multi-layer perceptron | 2 |
iLoc-lncRNA [14] | PseKNC | – | SVM | 4 |
Locate-R [28] | k-mer, n-gapped k-mer | SMOTE | Locally Deep SVM | 4 |
LncLocPred [30] | k-mer, PseDNC, Triplet | – | Logistic regression | 4 |
lncLocator [25] | k-mer | SOS [55] | Random forest, SVM, Neural networks | 5 |
DeepLncLoc [31] | k-mer | – | TextCNN | 5 |
GM-lncLoc (Ours) | k-mer | SMOTE | GCN based on MAML | 4 or 5 |