Table 3.
The sequential model fitting summary for the actual responses which shows statistics conformation of the regression process, DF is degree of freedom
| Source | Sum of squares | DF | Mean square | F-Value | p-value | Remark |
|---|---|---|---|---|---|---|
|
Sequential model sum of squares |
|
|
|
|
|
|
| Mean vs Total |
2064.18 |
1 |
2064.18 |
- |
- |
|
| Linear vs Mean |
12.07 |
2 |
6.04 |
0.13 |
0.8818 |
|
| 2FI vs Linear |
22.31 |
1 |
22.31 |
0.44 |
0.5216 |
|
| Quadratic vs 2FI |
447.11 |
2 |
223.55 |
356.58 |
< 0.0001 |
Suggested |
| Cubic vs Quadratic |
1.56 |
2 |
0.78 |
1.38 |
0.3325 |
Aliased |
| Residual |
2.83 |
5 |
0.57 |
- |
- |
|
| Total |
2550.06 |
13 |
196.16 |
- |
- |
|
|
Source |
Sum of squares |
DF |
Mean square |
F-Value |
p-value |
Remark |
|
Lack of fit tests |
|
|
|
|
|
|
| Linear |
472.78 |
6 |
78.80 |
307.73 |
< 0.0001 |
|
| 2FI |
450.47 |
5 |
90.09 |
351.85 |
< 0.0001 |
|
| Quadratic |
3.36 |
3 |
1.12 |
4.38 |
0.0938 |
Suggested |
| Cubic |
1.80 |
1 |
1.80 |
7.03 |
0.0569 |
Aliased |
| Pure Error |
1.02 |
4 |
0.26 |
- |
- |
|
|
Source |
Std.Dev. |
RAdj |
RPred |
R |
PRESS |
Remark |
|
Model summary statistics |
|
|
|
|
|
|
| Linear |
6.88 |
0.025 |
−0.170 |
−0.571 |
763.55 |
|
| 2FI |
7.08 |
0.071 |
−0.239 |
−1.195 |
1066.45 |
|
| Quadratic |
0.79 |
0.991 |
0.985 |
0.947 |
25.53 |
Suggested |
| Cubic | 0.75 | 0.994 | 0.986 | 0.760 | 116.85 | Aliased |