From: Capsule-LPI: a LncRNA–protein interaction predicting tool based on a capsule network
Tools | AUC (%) | AUPRC (%) | Accuracy (%) | Precision (%) | Recall (%) | F-value (%) |
---|---|---|---|---|---|---|
FC | \(95.19\pm 0.73\) | \(92.93\pm 1.18\) | \(90.96\pm 0.86\) | \(\mathbf{88}.75 \pm \mathbf{1}.61\) | \(93.87\pm 0.77\) | \(91.22\pm 0.76\) |
CNN | \(94.64\pm 0.78\) | \(92.25\pm 1.30\) | \(89.70\pm 1.22\) | \(87.24\pm 1.51\) | \(93.03\pm 1.11\) | \(90.03\pm 1.14\) |
LSTM | \(93.26\pm 0.84\) | \(88.66\pm 1.64\) | \(89.70\pm 0.89\) | \(88.13\pm 1.37\) | \(91.82\pm 1.94\) | \(89.91\pm 0.91\) |
LncADeep | \(90.55\pm 1.18\) | \(85.33\pm 2.04\) | \(87.73\pm 1.03\) | \(83.89\pm 1.45\) | \(93.45\pm 1.64\) | \(88.39\pm 0.96\) |
Capsule-LPI | \(\mathbf{95}.31 \pm \mathbf{0}.41\) | \(\mathbf{93}.30 \pm \mathbf{0}.92\) | \(\mathbf{91}.66 \pm \mathbf{0}.86\) | \(88.15\pm 0.86\) | \(96.25\pm 0.90\) | \(\mathbf{92}.02 \pm \mathbf{0}.82\) |
LncADeep (Use LncADeep’s features) | \(89.52\pm 0.84\) | \(84.16\pm 1.60\) | \(87.29\pm 1.04\) | \(83.70\pm 1.69\) | \(92.69\pm 1.81\) | \(87.94\pm 0.97\) |
Capsule-LPI (Use LncADeep’s features) | \(95.11\pm 0.50\) | \(93.19\pm 0.65\) | \(91.34\pm 1.01\) | \(87.11\pm 1.48\) | \(\mathbf{97}.08 \pm \mathbf{0}.85\) | \(91.82\pm 0.91\) |