Table 2. Experimental and predicted values of EC50 for the DPPH-scavenging activity of polysaccharides using MLR, ANN and SVM models.
No | Namea | Exp | MLR | SVM | ANN | |||
---|---|---|---|---|---|---|---|---|
Predict | Residue | Predict | Residue | Predict | residue | |||
1 | S1 (Glu) | 1.104 | 0.361582 | 0.742418 | 0.366201 | 0.737799 | 0.953944 | 0.150056 |
2 | S1 (Visco) | 0.794 | 0.305859 | 0.488141 | 0.706948 | 0.087052 | 0.956870 | -0.162870 |
3 | GBP50S2 | 0.412 | 0.483627 | -0.071627 | 0.608142 | -0.196142 | 0.376554 | 0.035446 |
4 | LBP-s80 | 2.97 | 2.575070 | 0.394930 | 1.958210 | 1.011790 | 3.430658 | -0.460658 |
5 | LBP-s75 | 1.98 | 2.388860 | -0.408860 | 1.868621 | 0.111379 | 2.222439 | -0.242439 |
6 | WB1 | 0.12 | 0.483627 | -0.363627 | 0.367456 | -0.247456 | 0.395514 | -0.275514 |
7 | WB2 | 0.31 | 0.483630 | -0.173630 | 0.040901 | 0.269099 | 0.181648 | 0.128352 |
8 | WB3 | 0.21 | 0.483627 | -0.273627 | 0.013756 | 0.196244 | 0.138245 | 0.071755 |
9 | IOP40 | 0.88 | 0.200140 | 0.679860 | 0.123591 | 0.756409 | 0.508640 | 0.371360 |
10 | IOP60 | 0.697 | 0.425514 | 0.271486 | 0.291228 | 0.405772 | 0.814391 | -0.117391 |
11 | IOP80 | 1.19 | 0.537777 | 0.652223 | 0.378394 | 0.811606 | 0.955650 | 0.234350 |
12 | FUP-1 | 0.47 | 0.483627 | -0.013627 | 0.274257 | 0.195743 | 0.145075 | 0.324925 |
13 | CLP-2 | 0.86 | 0.589228 | 0.270772 | 0.723493 | 0.136507 | 0.863565 | -0.003565 |
14 | CLP-3 | 1.27 | 0.506954 | 0.763046 | 0.649755 | 0.620245 | 1.104942 | 0.165058 |
15 | TYAP-1 | 3.92 | 3.088460 | 0.831540 | 2.438504 | 1.481496 | 3.770749 | 0.149251 |
16 | PV-P1 | 0.878 | 1.145072 | -0.267072 | 0.681146 | 0.196854 | 0.592526 | 0.285474 |
17 | PV-P2 | 0.169 | 0.876230 | -0.707230 | 0.577149 | -0.408149 | 0.551492 | -0.382492 |
18 | PV-P3 | 0.048 | 0.874380 | -0.826380 | 0.516508 | -0.468508 | 0.321103 | -0.273103 |
19 | Control-EPS | 2.3 | 1.450109 | 0.849891 | 1.258621 | 1.041379 | 2.311131 | -0.011131 |
20 | Control-IPS1 | 1.08 | 1.152520 | -0.072520 | 1.093392 | -0.013392 | 1.781373 | -0.701373 |
21 | Tween 80-IPS1 | 0.74 | 0.973340 | -0.233340 | 0.935877 | -0.195877 | 0.419414 | 0.320586 |
22 | Tween 80-IPS2 | 0.84 | 1.038431 | -0.198431 | 0.979781 | -0.139781 | 0.776261 | 0.063739 |
23 | CPSI | 0.23 | 0.483627 | -0.253627 | 0.747002 | -0.517002 | 0.339270 | -0.109270 |
24 | G1 | 0.34 | 0.682566 | -0.342566 | 0.618879 | -0.278879 | 0.678410 | -0.338410 |
25 | G2 | 0.56 | 0.635490 | -0.075490 | 0.619038 | -0.059038 | 0.912242 | -0.352242 |
26 | G3 | 0.87 | 0.697843 | 0.172157 | 0.614961 | 0.255039 | 0.920268 | -0.050268 |
27 | P1 | 0.62 | 1.482949 | -0.862949 | 1.139900 | -0.519900 | 0.912532 | -0.292532 |
28 | P2 | 1.07 | 1.212505 | -0.142505 | 0.991519 | 0.078481 | 0.774189 | 0.295811 |
29 | CP | 0.09 | 0.525923 | -0.435923 | 0.348891 | -0.258891 | 0.112901 | -0.022901 |
30 | SCG | 0.7 | 1.140940 | -0.440940 | 1.009837 | -0.309837 | 0.745078 | -0.045078 |
31 | PNMP2 | 0.3297 | 0.674260 | -0.344560 | 0.595812 | -0.266112 | 0.513151 | -0.183451 |
32 | PNMP3 | 0.1516 | 0.597410 | -0.445810 | 0.504217 | -0.352617 | 0.423722 | -0.272122 |
33 | GLP60 | 0.97 | 0.483630 | 0.486370 | 0.704868 | 0.265132 | 0.650600 | 0.319400 |
34 | GLP80 | 0.72 | 0.483630 | 0.236370 | 0.697402 | 0.022598 | 0.519819 | 0.200181 |
35 | GLP | 0.9 | 0.483627 | 0.416373 | 0.718195 | 0.181805 | 0.627824 | 0.272176 |
36 | LLPs-D | 0.38 | 0.573660 | -0.193660 | 0.623545 | -0.243545 | 0.573738 | -0.193738 |
37 | LLPs-L | 0.99 | 1.123127 | -0.133127 | 0.794887 | 0.195113 | 0.608499 | 0.381501 |
38 | SMWP-1 | 0.13 | 0.496640 | -0.366640 | 0.528723 | -0.398723 | 0.605999 | -0.475999 |
39 | EAP40-1 | 0.28 | 0.491730 | -0.211730 | 0.688481 | -0.408481 | 0.330165 | -0.050165 |
40 | EAP60-1 | 0.52 | 0.570610 | -0.050610 | 0.593314 | -0.073314 | 0.667831 | -0.147831 |
41 | CMP-1 | 1.15 | 0.483627 | 0.666373 | 0.800434 | 0.349566 | 0.948406 | 0.201594 |
42 | GPA1 | 0.08 | 0.440122 | -0.360122 | 0.275073 | -0.195073 | 0.109224 | -0.029224 |
43 | GPA2 | 0.06 | -0.041681 | 0.101681 | -0.019261 | 0.079261 | 0.043427 | 0.016573 |
44 | GPA3 | 0.03 | 0.004720 | 0.025280 | 0.116442 | -0.086442 | 0.087376 | -0.057376 |
45 | Ac-CP1 | 0.06448 | 0.065797 | -0.001317 | -0.003399 | 0.067879 | 0.022510 | 0.041970 |
46 | Ac-CP2 | 0.07829 | -0.170541 | 0.248831 | -0.094824 | 0.173114 | 0.017536 | 0.060754 |
47 | Ac-CP3 | 0.07804 | -0.249175 | 0.327215 | -0.117474 | 0.195514 | 0.017260 | 0.060780 |
48 | CP | 0.09837 | 0.525923 | -0.427553 | 0.343823 | -0.245453 | 0.125297 | -0.026927 |
49 | WFPs | 0.007 | -0.019404 | 0.026404 | 0.007187 | -0.000187 | 0.016533 | -0.009533 |
50 | APs-2-1 | 0.4545 | 0.395343 | 0.059157 | 0.257761 | 0.196739 | 0.074447 | 0.380053 |
51 | APs-3-1 | 0.2243 | 0.225857 | -0.001557 | 0.200810 | 0.023490 | 0.147594 | 0.076706 |
52 | PTPS-3 | 1.72 | 1.674231 | 0.045769 | 1.524571 | 0.195429 | 1.532898 | 0.187102 |
53 | PTPS-5 | 1.45 | 1.661066 | -0.211066 | 1.636562 | -0.186562 | 1.546828 | -0.096828 |
54 | PSS-EPS | 1.497 | 1.233340 | 0.263660 | 1.142511 | 0.354489 | 1.906331 | -0.409331 |
55 | UKLOxa | 0.0546 | -0.165611 | 0.220211 | 0.036641 | 0.017959 | 0.072630 | -0.018030 |
56 | UKLK1 | 0.136 | 0.369956 | -0.233956 | 0.332098 | -0.196098 | 0.164552 | -0.028552 |
57 | UKLK4 | 0.6023 | 0.453730 | 0.148570 | 0.185824 | 0.416476 | 0.087298 | 0.515002 |
58 | UKSOxa | 0.0165 | -0.047842 | 0.064342 | 0.094666 | -0.078166 | 0.070345 | -0.053845 |
59 | UKSOxa-PG | 0.3751 | 0.529760 | -0.154660 | 0.335927 | 0.039173 | 0.159281 | 0.215819 |
60 | UKSK1 | 0.177 | 0.498201 | -0.321201 | 0.232651 | -0.055651 | 0.102440 | 0.074560 |
61 | UKSK4 | 0.0038 | 0.684537 | -0.680737 | 0.368651 | -0.364851 | 0.231762 | -0.227962 |
62 | PMBOxa | 0.0217 | 0.288880 | -0.267180 | 0.250147 | -0.228447 | 0.105432 | -0.083732 |
63 | PMBOxa-PG | 0.144 | 0.528240 | -0.384240 | 0.417461 | -0.273461 | 0.559193 | -0.415193 |
64 | PMBK1 | 0.3143 | 0.684450 | -0.370150 | 0.393583 | -0.079283 | 0.306324 | 0.007976 |
65 | PMBK4 | 0.6547 | 0.975208 | -0.320508 | 0.549260 | 0.105440 | 0.626754 | 0.027946 |
66 | AMBOxa | 0.0184 | 0.200785 | -0.182385 | 0.172081 | -0.153681 | 0.053022 | -0.034622 |
67 | AMBOxa-PG | 0.3533 | 0.395625 | -0.042325 | 0.279658 | 0.073642 | 0.083612 | 0.269688 |
68 | AMBK1 | 0.1093 | 0.545151 | -0.435851 | 0.353599 | -0.244299 | 0.546221 | -0.436921 |
69 | AMBK4 | 1.4203 | 1.312850 | 0.107450 | 0.859646 | 0.560654 | 1.691224 | -0.270924 |
70 | PS1 | 1.21 | 0.506384 | 0.703616 | 0.824544 | 0.385456 | 1.219299 | -0.009299 |
71 | PS2 | 0.73 | 0.675246 | 0.054754 | 0.649997 | 0.080003 | 0.467911 | 0.262089 |
72 | PS3 | 0.67 | 0.837512 | -0.167512 | 0.612208 | 0.057792 | 0.702244 | -0.032244 |
73 | WKCP-N | 0.61 | 0.556840 | 0.053160 | 0.816849 | -0.206849 | 0.776698 | -0.166698 |
74 | WKHP-N | 1.08 | 0.834885 | 0.245115 | 0.884773 | 0.195227 | 1.335107 | -0.255107 |
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