Table 1 Relevant studies on real-value RSA prediction
Reference | Year | Regression method | Features |
|---|---|---|---|
Ahmad [11] | 2003 | NN | Amino acid proportions |
Yuan [12] | 2004 | SVR | Amino acid proportions |
Adamczak [13] | 2004 | NN | PSSM |
Wang [14] | 2005 | MLR | Amino acid proportions, PSSM, and sequence length |
Garg [15] | 2005 | NN | PSSM and secondary structure |
Nguyen [16] | 2006 | Two-stage SVR | PSSM |
Chang [17] | 2008 | Two-stage SVR | enhance PSSM and sequence length |
Iqbal [18] | 2015 | Basic exact regression | PSSM, PCPs and disorder probability |
Fan [19] | 2015 | GBRT | PSSM, secondary structure, and native disorder |
Zhang [20] | 2015 | SVR | PSSM, PCPs, secondary structure, disorder probability |
SVR-RSA | 2016 | SVR | PSSM, PCPs, and sequence length |