TUGAS 8
1. Prediksi CHOL dengan variabel independen TRIG, UM, dan UM kuadrat
UM
|
CHOL
|
TRIG
|
UMSQ
|
UM
|
CHOL
|
TRIG
|
UMSQ
|
40
|
218
|
194.0
|
1600.0
|
51
|
297.0
|
142.0
|
2601.0
|
46
|
265
|
188.0
|
2116.0
|
46
|
230.0
|
240.0
|
2116.0
|
69
|
197
|
134.0
|
4761.0
|
60
|
258.0
|
173.0
|
3600.0
|
44
|
188
|
155.0
|
1936.0
|
47
|
243.0
|
175.0
|
2209.0
|
41
|
217
|
191.0
|
1681.0
|
58
|
236.0
|
199.0
|
3364.0
|
56
|
240
|
207.0
|
3136.0
|
66
|
193.0
|
201.0
|
4356.0
|
48
|
222
|
155.0
|
2304.0
|
52
|
193.0
|
193.0
|
2704.0
|
49
|
244
|
235.0
|
2401.0
|
55
|
319.0
|
191.0
|
3025.0
|
41
|
190
|
167.0
|
1681.0
|
58
|
212.0
|
216.0
|
3364.0
|
38
|
209
|
186.0
|
1444.0
|
41
|
209.0
|
154.0
|
1681.0
|
36
|
208
|
179.0
|
1296.0
|
60
|
224.0
|
198.0
|
3600.0
|
39
|
214
|
129.0
|
1521.0
|
50
|
184.0
|
129.0
|
2500.0
|
59
|
238
|
220.0
|
3481.0
|
48
|
222.0
|
115.0
|
2304.0
|
56
|
219
|
155.0
|
3136.0
|
49
|
229.0
|
148.0
|
2401.0
|
44
|
241
|
201.0
|
1936.0
|
39
|
204.0
|
164.0
|
1521.0
|
37
|
212
|
140.0
|
1369.0
|
40
|
211.0
|
104.0
|
1600.0
|
40
|
244
|
132.0
|
1600.0
|
47
|
230.0
|
218.0
|
2209.0
|
32
|
217
|
140.0
|
1024.0
|
67
|
230.0
|
239.0
|
4489.0
|
56
|
227
|
279.0
|
3136.0
|
57
|
222.0
|
183.0
|
3249.0
|
49
|
218
|
101.0
|
2401.0
|
50
|
213.0
|
190.0
|
2500.0
|
50
|
241
|
213.0
|
2500.0
|
43
|
238.0
|
259.0
|
1849.0
|
46
|
234
|
168.0
|
2116.0
|
55
|
234.0
|
156.0
|
3025.0
|
52
|
231
|
242.0
|
2704
|
Regression
Model 1
CHOL = β₀ + β₁TRIG
Coefficient
|
Standar Error
|
Partial F
|
β₀ = 203.123
|
1.850
| |
β₁ = 0.127
|
.093
|
[DataSet0]
Variables Entered/Removeda
|
|||
Model
|
Variables
Entered
|
Variables
Removed
|
Method
|
1
|
Trigliseridab
|
.
|
Enter
|
a. Dependent
Variable: Cholesterol
|
b. All
requested variables entered.
|
Model Summary
|
||||
Model
|
R
|
R
Square
|
Adjusted
R Square
|
Std.
Error of the Estimate
|
1
|
.203a
|
.041
|
.019
|
25.273
|
a.
Predictors: (Constant), Trigliserida
|
ANOVAa
|
||||||
Model
|
Sum
of Squares
|
df
|
Mean
Square
|
F
|
Sig.
|
|
1
|
Regression
|
1181.676
|
1
|
1181.676
|
1.850
|
.181b
|
Residual
|
27464.768
|
43
|
638.716
|
|||
Total
|
28646.444
|
44
|
a.
Dependent Variable: Cholesterol
|
b.
Predictors: (Constant), Trigliserida
|
Coefficientsa
|
||||||
Model
|
Unstandardized
Coefficients
|
Standardized
Coefficients
|
t
|
Sig.
|
||
B
|
Std.
Error
|
Beta
|
||||
1
|
(Constant)
|
203.123
|
17.156
|
11.840
|
.000
|
|
Trigliserida
|
.127
|
.093
|
.203
|
1.360
|
.181
|
a.
Dependent Variable: Cholesterol
|
Estimasi model 1 : CHOL = 203.123 + 0.127 TRIG
Sumber
|
df
|
SS
|
MS
|
F
|
r2
|
Regresi
|
1
|
1181.676
|
1181.676
|
1.850
|
.041
|
Residual
|
43
|
27464.768
|
638.716
| ||
Total
|
44
|
28646.444
|
Model
2
CHOL = β₀ + β₂UM+E
Coefficient
|
Standar Error
|
Partial F
|
β₀ = 204.048
|
1.007
| |
β₁ = 0.445
|
.0444
|
Variables
Entered/Removeda
|
|||
Model
|
Variables Entered
|
Variables Removed
|
Method
|
1
|
Umurb
|
.
|
Enter
|
a.
Dependent Variable: Cholesterol
|
|||
b.
All requested variables entered.
|
Model Summary
|
||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the
Estimate
|
1
|
.151a
|
.023
|
.000
|
25.514
|
a.
Predictors: (Constant), Umur
|
ANOVAa
|
||||||
Model
|
Sum of Squares
|
df
|
Mean Square
|
F
|
Sig.
|
|
1
|
Regression
|
655.625
|
1
|
655.625
|
1.007
|
.321b
|
Residual
|
27990.819
|
43
|
650.949
|
|||
Total
|
28646.444
|
44
|
||||
a.
Dependent Variable: Cholesterol
|
||||||
b.
Predictors: (Constant), Umur
|
Coefficientsa
|
||||||
Model
|
Unstandardized
Coefficients
|
Standardized
Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
204.048
|
22.093
|
9.236
|
.000
|
|
Umur
|
.445
|
.444
|
.151
|
1.004
|
.321
|
|
a.
Dependent Variable: Cholesterol
Estimasi model 2 : CHOL = 204.048 + 0.445 UM
|
Sumber
|
df
|
SS
|
MS
|
F
|
r2
|
Regresi
|
1
|
655.625
|
655.625
|
1.007
|
.023
|
Residual
|
43
|
27990.819
|
650.949
| ||
Total
|
44
|
28646.444
|
Model
3
CHOL = β₀ + β₃(UM)²+E
Coefficient
|
Standar Error
|
Partial F
|
β₀ = 217.420
|
0.603
| |
β₁ = .003
|
.004
|
Variables
Entered/Removeda
|
|||
Model
|
Variables Entered
|
Variables Removed
|
Method
|
1
|
Umur
kuadratb
|
.
|
Enter
|
a.
Dependent Variable: Cholesterol
|
|||
b.
All requested variables entered.
|
Model Summary
|
||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the
Estimate
|
1
|
.118a
|
.014
|
-.009
|
25.632
|
a.
Predictors: (Constant), Umur kuadrat
|
ANOVAa
|
||||||
Model
|
Sum of Squares
|
df
|
Mean Square
|
F
|
Sig.
|
|
1
|
Regression
|
396.227
|
1
|
396.227
|
.603
|
.442b
|
Residual
|
28250.217
|
43
|
656.982
|
|||
Total
|
28646.444
|
44
|
||||
a.
Dependent Variable: Cholesterol
|
||||||
b.
Predictors: (Constant), Umur kuadrat
|
Coefficientsa
|
||||||||||||||||||||||||||||||
Model
|
Unstandardized
Coefficients
|
Standardized
Coefficients
|
t
|
Sig.
|
||||||||||||||||||||||||||
B
|
Std. Error
|
Beta
|
||||||||||||||||||||||||||||
1
|
(Constant)
|
217.420
|
11.555
|
18.816
|
.000
|
|||||||||||||||||||||||||
Umur
kuadrat
|
.003
|
.004
|
.118
|
.777
|
.442
|
|||||||||||||||||||||||||
a.
Dependent Variable: Cholesterol
Estimasi model 3: CHOL= 217.420 + 0.003 UMSQ
|
Model 4
CHOL = β₀ + β₁ TRIG + β₂UM+E
Coefficient
|
Standar Error
|
Partial F
|
β₀ = 192.155
|
1.110
| |
β₁ = 0.108
|
.098
| |
β₂ = 0.292
|
.464
|
Variables
Entered/Removeda
|
|||
Model
|
Variables Entered
|
Variables Removed
|
Method
|
1
|
Umur,
Trigliseridab
|
.
|
Enter
|
a.
Dependent Variable: Cholesterol
|
|||
b.
All requested variables entered.
|
Model Summary
|
||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the
Estimate
|
1
|
.224a
|
.050
|
.005
|
25.452
|
a.
Predictors: (Constant), Umur, Trigliserida
|
ANOVAa
|
||||||
Model
|
Sum of Squares
|
df
|
Mean Square
|
F
|
Sig.
|
|
1
|
Regression
|
1437.719
|
2
|
718.860
|
1.110
|
.339b
|
Residual
|
27208.725
|
42
|
647.827
|
|||
Total
|
28646.444
|
44
|
||||
a.
Dependent Variable: Cholesterol
|
||||||
b.
Predictors: (Constant), Umur, Trigliserida
|
Estimasi model 4 = CHOL= 192.155 + 0.108 TRIG + 0.292 UM
Coefficientsa
|
||||||
Model
|
Unstandardized
Coefficients
|
Standardized
Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
192.155
|
24.554
|
7.826
|
.000
|
|
Trigliserida
|
.108
|
.098
|
.173
|
1.099
|
.278
|
|
Umur
|
.292
|
.464
|
.099
|
.629
|
.533
|
|
a.
Dependent Variable: Cholesterol
|
Model 5:
CHOL = β₀ + β₁TRIG+β₃(UM)²+E
Coefficient
|
Standar Error
|
Partial F
|
β₀ = 200.525
|
.992
| |
β₁ = .115
|
.098
| |
β₃ = .002
|
.005
|
Variables
Entered/Removeda
|
|||
Model
|
Variables Entered
|
Variables Removed
|
Method
|
1
|
Umur
kuadrat, Trigliseridab
|
.
|
Enter
|
a.
Dependent Variable: Cholesterol
|
|||
b.
All requested variables entered.
|
Model Summary
|
||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the
Estimate
|
1
|
.212a
|
.045
|
.000
|
25.520
|
a.
Predictors: (Constant), Umur kuadrat, Trigliserida
|
ANOVAa
|
||||||
Model
|
Sum of Squares
|
df
|
Mean Square
|
F
|
Sig.
|
|
1
|
Regression
|
1292.618
|
2
|
646.309
|
.992
|
.379b
|
Residual
|
27353.826
|
42
|
651.282
|
|||
Total
|
28646.444
|
44
|
||||
a.
Dependent Variable: Cholesterol
|
||||||
b.
Predictors: (Constant), Umur kuadrat, Trigliserida
|
Estimasi model 5: CHOL= 200.525 + 0.115 TRIG + 0.002 UMSQ
Coefficientsa
|
||||||
Model
|
Unstandardized
Coefficients
|
Standardized
Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
200.525
|
18.433
|
10.879
|
.000
|
|
Trigliserida
|
.115
|
.098
|
.185
|
1.173
|
.247
|
|
Umur
kuadrat
|
.002
|
.005
|
.065
|
.413
|
.682
|
|
a.
Dependent Variable: Cholesterol
|
Model 6:
CHOL = β₀ + β₁TRIG+β₂ UM+β₃(UM)²+E
Coefficient
|
Standar Error
|
Partial F
|
β₀ = -21.969
|
2.274
| |
β₁ = .079
|
.095
| |
β₂ = 9.220
|
4.269
| |
β₃ = -.088
|
.042
|
Variables
Entered/Removeda
|
|||
Model
|
Variables Entered
|
Variables Removed
|
Method
|
1
|
Umur
kuadrat, Trigliserida, Umurb
|
.
|
Enter
|
a.
Dependent Variable: Cholesterol
|
|||
b.
All requested variables entered.
|
Model Summary
|
||||
Model
|
R
|
R Square
|
Adjusted R Square
|
Std. Error of the
Estimate
|
1
|
.378a
|
.143
|
.080
|
24.475
|
a.
Predictors: (Constant), Umur kuadrat, Trigliserida, Umur
|
ANOVAa
|
||||||
Model
|
Sum of Squares
|
df
|
Mean Square
|
F
|
Sig.
|
|
1
|
Regression
|
4086.344
|
3
|
1362.115
|
2.274
|
.094b
|
Residual
|
24560.100
|
41
|
599.027
|
|||
Total
|
28646.444
|
44
|
||||
a.
Dependent Variable: Cholesterol
|
||||||
b.
Predictors: (Constant), Umur kuadrat, Trigliserida, Umur
|
Estimasi model 6: CHOL= -21.969 + 0.079 TRIG + 9.220 UM –
0.088 UMSQ
Coefficientsa
|
||||||
Model
|
Unstandardized
Coefficients
|
Standardized
Coefficients
|
t
|
Sig.
|
||
B
|
Std. Error
|
Beta
|
||||
1
|
(Constant)
|
-21.969
|
104.532
|
-.210
|
.835
|
|
Trigliserida
|
.079
|
.095
|
.126
|
.825
|
.414
|
|
Umur
|
9.220
|
4.269
|
3.132
|
2.160
|
.037
|
|
Umur
kuadrat
|
-.088
|
.042
|
-3.035
|
-2.103
|
.042
|
|
a.
Dependent Variable: Cholesterol
|
ANOVA
Tabel untuk CHOL dengan TRIG,UM,UMSQ
Sumber
|
df
|
SS
|
MS
|
F
|
r2
|
Regresi
X1
X2│X1
X3│X1,X2
|
1
1
1
|
1181.676
256.043
2648.625
|
1181.676
256.043
2648.625
|
1.97
0.43
4.42
|
0.143
|
Residual
|
41
|
24560.100
|
599.027
|
||
Total
|
44
|
28646.444
|
No
|
Model
Estimasi
|
F
|
r2
|
1
|
Y=
203.123 + 0.127 TRIG (.093)*
|
1.850
|
.041
|
2
|
Y
= 204.408 + 0.445 UM (.444)*
|
1.007
|
.023
|
3
|
Y=
217.420 + 0.003 UMSQ(.004)
|
.603
|
.014
|
4
|
Y=
192.155 + 0.108 TRIG + 0.292 UM (.098
)* (.464)*
|
1.110
|
.050
|
5
|
Y=
200.525 + 0.115 TRIG + 0.002 UMSQ (.098)* (.005)
|
.992
|
.045
|
6
|
Y= -21.969 + 0.079 TRIG + 9.220 UM – 0.088 UMSQ (.095)* (4.269)*
(.042)
|
2.274
|
.143
|
Angka
dalam tanda kurung adalah standar error dari parameter
*bermakna
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