Table 5. Prediction results of peptide motifs binding to 14-3-3 isoforms by different regression techniques.
Elastic Net | Simple Linear Regression | Support Vector Regression | Neural Network | |||||
---|---|---|---|---|---|---|---|---|
PCC | RMSE | PCC | RMSE | PCC | RMSE | PCC | RMSE | |
N-terminal | ||||||||
σ | 0.84 | 252.31 | 0.82 | 261.69 | 0.79 | 283.16 | 0.60 | 368.39 |
β | 0.72 | 229.12 | 0.69 | 238.40 | 0.70 | 236.18 | 0.57 | 270.43 |
ϵ | 0.83 | 417.38 | 0.82 | 498.71 | 0.80 | 529.34 | 0.64 | 675.74 |
η | 0.81 | 230.83 | 0.80 | 238.09 | 0.79 | 239.43 | 0.55 | 327.70 |
γ | 0.86 | 470.08 | 0.86 | 474.16 | 0.83 | 506.56 | 0.59 | 745.79 |
τ | 0.78 | 637.67 | 0.78 | 637.58 | 0.75 | 669.53 | 0.56 | 844.41 |
ζ | 0.87 | 2087.20 | 0.88 | 2042.67 | 0.84 | 2306.04 | 0.56 | 3526.35 |
C-terminal | ||||||||
σ | 0.77 | 269.13 | 0.76 | 273.19 | 0.74 | 279.54 | 0.64 | 321.78 |
β | 0.63 | 245.10 | 0.61 | 247.96 | 0.59 | 252.64 | 0.51 | 269.64 |
ϵ | 0.75 | 491.73 | 0.74 | 479.30 | 0.73 | 483.90 | 0.63 | 550.81 |
η | 0.71 | 252.94 | 0.69 | 256.66 | 0.69 | 257.90 | 0.48 | 311.73 |
γ | 0.79 | 463.40 | 0.79 | 459.40 | 0.80 | 454.01 | 0.68 | 558.68 |
τ | 0.72 | 678.95 | 0.71 | 686.52 | 0.70 | 691.33 | 0.59 | 786.58 |
ζ | 0.81 | 2365.42 | 0.80 | 2352.32 | 0.79 | 2429.84 | 0.66 | 3012.30 |