AUPR Results of FGS with WkNNRI and traditional machine learning based competitors.
Setting . | Dataset . | MSCMF . | KRLSMKL . | MKTCMF . | NEDTP . | FGSWkNNRI . |
---|---|---|---|---|---|---|
CVS|$_d$| | NR | 0.44(4) | 0.474(3) | 0.415(5) | 0.486(2) | 0.551(1) |
GPCR | 0.46(2) | 0.302(5) | 0.417(4) | 0.451(3) | 0.547(1) | |
IC | 0.408(2) | 0.236(5) | 0.337(4) | 0.407(3) | 0.486(1) | |
E | 0.231(4) | 0.208(5) | 0.256(3) | 0.33(2) | 0.418(1) | |
Luo | 0.371(4) | 0.452(3) | 0.485(2) | 0.077(5) | 0.49(1) | |
AveRank | 3.2 | 4.2 | 3.6 | 3 | 1 | |
CVS|$_t$| | NR | 0.466(4) | 0.497(2) | 0.49(3) | 0.375(5) | 0.565(1) |
GPCR | 0.583(4) | 0.579(5) | 0.726(2) | 0.684(3) | 0.776(1) | |
IC | 0.781(4) | 0.744(5) | 0.849(2) | 0.8(3) | 0.855(1) | |
E | 0.574(4) | 0.464(5) | 0.708(2) | 0.615(3) | 0.725(1) | |
Luo | 0.08(4) | 0.21(3) | 0.248(2) | 0.046(5) | 0.459(1) | |
AveRank | 4 | 4 | 2.2 | 3.8 | 1 | |
CVS|$_{dt}$| | NR | 0.228(3) | 0.191(4) | 0.242(2) | 0.16(5) | 0.251(1) |
GPCR | 0.284(3) | 0.239(5) | 0.248(4) | 0.29(2) | 0.389(1) | |
IC | 0.232(3) | 0.131(5) | 0.199(4) | 0.251(2) | 0.339(1) | |
E | 0.1(3) | 0.091(4) | 0.084(5) | 0.112(2) | 0.241(1) | |
Luo | 0.018(5) | 0.125(3) | 0.129(2) | 0.03(4) | 0.203(1) | |
AveRank | 3.4 | 4.2 | 3.4 | 3 | 1 | |
Summary | 3.53 | 4.13 | 3.07 | 3.27 | 1 | |
p-value | 3.2e-3 | 3.2e-3 | 3.2e-3 | 3.2e-3 | - |
Setting . | Dataset . | MSCMF . | KRLSMKL . | MKTCMF . | NEDTP . | FGSWkNNRI . |
---|---|---|---|---|---|---|
CVS|$_d$| | NR | 0.44(4) | 0.474(3) | 0.415(5) | 0.486(2) | 0.551(1) |
GPCR | 0.46(2) | 0.302(5) | 0.417(4) | 0.451(3) | 0.547(1) | |
IC | 0.408(2) | 0.236(5) | 0.337(4) | 0.407(3) | 0.486(1) | |
E | 0.231(4) | 0.208(5) | 0.256(3) | 0.33(2) | 0.418(1) | |
Luo | 0.371(4) | 0.452(3) | 0.485(2) | 0.077(5) | 0.49(1) | |
AveRank | 3.2 | 4.2 | 3.6 | 3 | 1 | |
CVS|$_t$| | NR | 0.466(4) | 0.497(2) | 0.49(3) | 0.375(5) | 0.565(1) |
GPCR | 0.583(4) | 0.579(5) | 0.726(2) | 0.684(3) | 0.776(1) | |
IC | 0.781(4) | 0.744(5) | 0.849(2) | 0.8(3) | 0.855(1) | |
E | 0.574(4) | 0.464(5) | 0.708(2) | 0.615(3) | 0.725(1) | |
Luo | 0.08(4) | 0.21(3) | 0.248(2) | 0.046(5) | 0.459(1) | |
AveRank | 4 | 4 | 2.2 | 3.8 | 1 | |
CVS|$_{dt}$| | NR | 0.228(3) | 0.191(4) | 0.242(2) | 0.16(5) | 0.251(1) |
GPCR | 0.284(3) | 0.239(5) | 0.248(4) | 0.29(2) | 0.389(1) | |
IC | 0.232(3) | 0.131(5) | 0.199(4) | 0.251(2) | 0.339(1) | |
E | 0.1(3) | 0.091(4) | 0.084(5) | 0.112(2) | 0.241(1) | |
Luo | 0.018(5) | 0.125(3) | 0.129(2) | 0.03(4) | 0.203(1) | |
AveRank | 3.4 | 4.2 | 3.4 | 3 | 1 | |
Summary | 3.53 | 4.13 | 3.07 | 3.27 | 1 | |
p-value | 3.2e-3 | 3.2e-3 | 3.2e-3 | 3.2e-3 | - |
AUPR Results of FGS with WkNNRI and traditional machine learning based competitors.
Setting . | Dataset . | MSCMF . | KRLSMKL . | MKTCMF . | NEDTP . | FGSWkNNRI . |
---|---|---|---|---|---|---|
CVS|$_d$| | NR | 0.44(4) | 0.474(3) | 0.415(5) | 0.486(2) | 0.551(1) |
GPCR | 0.46(2) | 0.302(5) | 0.417(4) | 0.451(3) | 0.547(1) | |
IC | 0.408(2) | 0.236(5) | 0.337(4) | 0.407(3) | 0.486(1) | |
E | 0.231(4) | 0.208(5) | 0.256(3) | 0.33(2) | 0.418(1) | |
Luo | 0.371(4) | 0.452(3) | 0.485(2) | 0.077(5) | 0.49(1) | |
AveRank | 3.2 | 4.2 | 3.6 | 3 | 1 | |
CVS|$_t$| | NR | 0.466(4) | 0.497(2) | 0.49(3) | 0.375(5) | 0.565(1) |
GPCR | 0.583(4) | 0.579(5) | 0.726(2) | 0.684(3) | 0.776(1) | |
IC | 0.781(4) | 0.744(5) | 0.849(2) | 0.8(3) | 0.855(1) | |
E | 0.574(4) | 0.464(5) | 0.708(2) | 0.615(3) | 0.725(1) | |
Luo | 0.08(4) | 0.21(3) | 0.248(2) | 0.046(5) | 0.459(1) | |
AveRank | 4 | 4 | 2.2 | 3.8 | 1 | |
CVS|$_{dt}$| | NR | 0.228(3) | 0.191(4) | 0.242(2) | 0.16(5) | 0.251(1) |
GPCR | 0.284(3) | 0.239(5) | 0.248(4) | 0.29(2) | 0.389(1) | |
IC | 0.232(3) | 0.131(5) | 0.199(4) | 0.251(2) | 0.339(1) | |
E | 0.1(3) | 0.091(4) | 0.084(5) | 0.112(2) | 0.241(1) | |
Luo | 0.018(5) | 0.125(3) | 0.129(2) | 0.03(4) | 0.203(1) | |
AveRank | 3.4 | 4.2 | 3.4 | 3 | 1 | |
Summary | 3.53 | 4.13 | 3.07 | 3.27 | 1 | |
p-value | 3.2e-3 | 3.2e-3 | 3.2e-3 | 3.2e-3 | - |
Setting . | Dataset . | MSCMF . | KRLSMKL . | MKTCMF . | NEDTP . | FGSWkNNRI . |
---|---|---|---|---|---|---|
CVS|$_d$| | NR | 0.44(4) | 0.474(3) | 0.415(5) | 0.486(2) | 0.551(1) |
GPCR | 0.46(2) | 0.302(5) | 0.417(4) | 0.451(3) | 0.547(1) | |
IC | 0.408(2) | 0.236(5) | 0.337(4) | 0.407(3) | 0.486(1) | |
E | 0.231(4) | 0.208(5) | 0.256(3) | 0.33(2) | 0.418(1) | |
Luo | 0.371(4) | 0.452(3) | 0.485(2) | 0.077(5) | 0.49(1) | |
AveRank | 3.2 | 4.2 | 3.6 | 3 | 1 | |
CVS|$_t$| | NR | 0.466(4) | 0.497(2) | 0.49(3) | 0.375(5) | 0.565(1) |
GPCR | 0.583(4) | 0.579(5) | 0.726(2) | 0.684(3) | 0.776(1) | |
IC | 0.781(4) | 0.744(5) | 0.849(2) | 0.8(3) | 0.855(1) | |
E | 0.574(4) | 0.464(5) | 0.708(2) | 0.615(3) | 0.725(1) | |
Luo | 0.08(4) | 0.21(3) | 0.248(2) | 0.046(5) | 0.459(1) | |
AveRank | 4 | 4 | 2.2 | 3.8 | 1 | |
CVS|$_{dt}$| | NR | 0.228(3) | 0.191(4) | 0.242(2) | 0.16(5) | 0.251(1) |
GPCR | 0.284(3) | 0.239(5) | 0.248(4) | 0.29(2) | 0.389(1) | |
IC | 0.232(3) | 0.131(5) | 0.199(4) | 0.251(2) | 0.339(1) | |
E | 0.1(3) | 0.091(4) | 0.084(5) | 0.112(2) | 0.241(1) | |
Luo | 0.018(5) | 0.125(3) | 0.129(2) | 0.03(4) | 0.203(1) | |
AveRank | 3.4 | 4.2 | 3.4 | 3 | 1 | |
Summary | 3.53 | 4.13 | 3.07 | 3.27 | 1 | |
p-value | 3.2e-3 | 3.2e-3 | 3.2e-3 | 3.2e-3 | - |
This PDF is available to Subscribers Only
View Article Abstract & Purchase OptionsFor full access to this pdf, sign in to an existing account, or purchase an annual subscription.