Penerapan Analisis Regresi Ridge Pada Data Pasien Hipertensi di Rumah Sakit Umum Daerah Sidikalang Tahun 2014
No Umur TB BB
15 61 169
65 22.49 200 140
80
12 55 160
73 28.52 265 160
90
13 51 168
73 25.86 240 150
90
14 52 159
65 25.71 250 150
90
80 28.01 276 170 100
90
16 65 160
75 29.3 290 180 100
17 61 165
75 27.55 267 180 100
18 59 165
75 27.55 270 170 100
19 60 175
85 27.76 275 180 100
20 69 170
90 31.14 300 200 110
21 63 158
70 28.04 280 190 100
11 38 170
65 25.39 253 150
IMT Kolesterol Sistol Diastol
5 48 157
1 33 165
70 25.71 190 140
80
2 48 158
65 26.04 230 140
80
3 50 150
60 26.67 240 150
90
4 51 153
62 26.49 240 140
90
65 26.37 230 140
10 54 160
80
6 50 160
67 26.17 230 140
80
7 62 160
75 29.3 280 180 100
8 46 151
55 24.12 210 140
90
9 51 148
57 26.02 245 150
90
Lampiran Master Data
22 59 165
39 69 164
80 29.38 295 190 110
35 61 175
85 27.76 276 180 100
36 60 152
65 28.13 272 190 100
37 55 160
70 27.34 265 170
90
38 70 170
90 31.14 310 210 110
80 29.74 298 210 110
75 29.3 292 190 110
40 70 165
85 31.22 315 200 110
41 71 160
90 35.16 320 210 110
42 71 155
85 35.38 320 200 110
43 60 159
70 27.69 273 180 100
44 53 155
70 29.14 250 160
34 68 165
33 68 160
75 27.55 270 180 100
28 46 159
23 64 164
80 29.74 280 190 110
24 60 155
67 27.89 275 170 100
25 61 168
77 27.28 277 180 100
26 61 160
70 27.34 277 180 100
27 66 169
80 28.01 290 200 110
63 24.92 210 140
80
80
29 66 155
70 29.14 290 190 110
30 36 165
70 25.71 190 180
90
31 66 155
70 29.14 290 200 110
32 51 170
75 25.95 245 140
90
45 60 175
70 28.04 273 170 100
57 70 150
75 33.33 315 170 110
58 64 167
80 28.69 282 180 100
59 67 154
70 29.52 290 200 110
60 65 158
70 28.04 284 200 110
61 50 170
75 25.95 240 160
90
62 60 158
63 46 150
70 25.71 252 140
56 24.89 210 140
80
64 47 148
55 25.11 220 140
80
65 65 165
80 29.38 283 200 110
66 39 170
70 24.22 200 140
80
67 50 168
70 24.8 215 140
80
56 54 165
85 27.76 273 170
50 70 168
90
46 38 157
57 23.12 200 140
80
47 67 158
70 28.04 290 170 110
48 41 170
67 23.18 205 140
80
49 45 168
70 24.8 210 150
90
90 31.89 310 160 100
90
51 68 165
80 29.38 297 170 100
52 52 160
65 25.39 245 160
90
53 50 170
70 24.22 217 150
90
54 40 159
60 23.73 203 140
80
55 53 160
69 26.95 250 160
80
68 47 170
85 60 170
80 27.68 270 170 100
81 61 158
70 28.04 276 180 100
82 60 155
68 28.3 275 180 100
83 52 148
57 26.02 245 160
90
84 69 165
87 31.96 298 190 110
79 27.34 274 180 100
70 28.04 270 170 100
86 69 168
86 30.47 305 200 110
87 54 148
55 25.11 260 180
90
88 40 159
56 22.15 201 140
80
89 65 169
80 28.01 289 190 100
90 57 160
80 58 170
79 58 158
70 24.22 220 150
77 32.05 310 210 110
80
69 68 159
76 30.06 294 190 100
70 35 169
67 23.46 190 140
80
71 59 179
90 28.09 270 150 100
72 70 150
75 33.33 315 210 110
73 70 155
74 55 175
90
85 27.76 268 180
90
75 68 157
72 29.21 290 190 110
76 60 157
70 28.4 275 180 100
77 55 167
76 27.25 260 170
90
78 56 150
63 28 268 160
70 27.34 268 180 100
91 57 170
98 50 178
56 23.92 210 140
80 105 45 153
70 25.71 230 140
80 104 50 165
60 24.97 202 140
75 29.67 280 160 100 103 40 155
79 27.34 270 180 100 102 64 159
76 29.69 300 200 110 101 59 170
90 33.06 318 200 110 100 69 160
99 71 165
80
78 24.62 230 140
80 28.34 274 160 100
80 27.68 269 170 100
97 60 168
76 33.78 323 210 110
96 71 150
80
67 24.61 225 140
95 47 165
75 30.43 299 210 110
94 69 157
80 28.69 270 200 100
93 58 167
90 31.14 300 200 110
92 69 170
80 Lampiran . Output Analisis Data Output Analisis Deskriptif Deskriptif variabel penelitian
N Minimum Maximum Mean Std. Deviation Statistic Statistic Statistic Statistic Std. Error Statistic Umur Pasien 105
33
71 57.38 .954 9.771 Indeks Massa Tubuh 105 22.15 35.38 27.7176 .26060 2.67035 Kadar Kolesterol 105 190 323 262.82 3.421 35.055
Tekanan Darah Sistol 105 140 210 170.57 2.244 22.989 tekanan Darah Diastol 105 80 110 96.10 1.070 10.963 Valid N (listwise) 105 Output Analisis Bivariat Correlations variabel masing-masing variabel independenn dengan variabel dependent tekanan Darah Tekanan Darah Umur Pasien Indeks Massa Tubuh Kadar Kolesterol Diastol Sistol
Umur Pasien Pearson Correlation 1 .887 .983 .652 .589 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
Indeks Massa Tubuh Pearson Correlation .887 1 .914 .581 .540 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
Kadar Kolesterol Pearson Correlation .983 .914 1 .618 .583 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
tekanan Darah Diastol Pearson Correlation .652 .581 .618 1 .814 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
Tekanan Darah Sistol Pearson Correlation .589 .540 .583 .814
1 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
Correlations variabel masing-masing variabel independenn dengan variabel dependent tekanan Darah Tekanan Darah Umur Pasien Indeks Massa Tubuh Kadar Kolesterol Diastol Sistol
Umur Pasien Pearson Correlation 1 .887 .983 .652 .589 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
- Indeks Massa Tubuh Pearson Correlation .887
1 .914 .581 .540 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
Kadar Kolesterol Pearson Correlation .983 .914 1 .618 .583 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
tekanan Darah Diastol Pearson Correlation .652 .581 .618 1 .814 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
Tekanan Darah Sistol Pearson Correlation .589 .540 .583 .814
1 Sig. (2-tailed) .000 .000 .000 .000 N 105 105 105 105 105
- . Correlation is significant at the 0.01 level (2-tailed).
Correlations Indeks Massa Tekanan Darah tekanan Darah Tubuh Sistol Diastol
Spearman's rho Indeks Massa Tubuh Correlation Coefficient 1.000 .560 .596 Sig. (2-tailed) . .000 .000 N 105 105 105
Tekanan Darah Sistol Correlation Coefficient .560 1.000 .807 Sig. (2-tailed) .000 . .000 N 105 105 105
tekanan Darah Diastol Correlation Coefficient .596 .807 1.000 Sig. (2-tailed) .000 .000 .
N 105 105 105 **. Correlation is significant at the 0.01 level (2-tailed).
Lampiran . Output Analisis Multivariat Koefisien regresi dengan analisis regresi linier ganda
Model Unstandardized Coefficients Standardized Coefficients t Sig. B Std. Error Beta 1 (Constant) 18.398 15.865 1.160 .249
Umur Pasien .540 .666 .229 .811 .419 Indeks Massa Tubuh 1.383 1.105 .161 1.253 .213 Kadar Kolesterol .315 .211 .481 1.492 .139
Koefisien regresi dengan analisis regresi linier ganda
Model Unstandardized Coefficients Standardized Coefficients t Sig. B Std. Error Beta 1 (Constant) 28.958 5.877 4.928 .000
Umur Pasien .858 .247 .765 3.480 .001 Indeks Massa Tubuh .566 .409 .138 1.384 .169 Kadar Kolesterol .008 .078 .027 .107 .915
Nilai VIF Model Correlations Collinearity Statistics Zero-order Partial Part Tolerance
VIF 1 (Constant) Umur Pasien .844 .080 .042 .033 30.276 Indeks Massa Tubuh .804 .124 .064 .161 6.225 Kadar Kolesterol .853 .147 .077 .025 39.258
HASIL TRANSFORMASI DATA
NO ZUMUR ZIMT ZKOLESTEROL ZSISTOLIK ZDIASTOLIK 1 -0.244668 -0.07366 -0.203697 -0.130394 -0.144006 2 -0.094134 -0.061695 -0.091806 -0.130394 -0.144006 3 -0.074063 -0.038591 -0.063834 -0.08774 -0.054561 4 -0.064027 -0.045243 -0.063834 -0.130394 -0.054561 5 -0.094134 -0.049477 -0.091806 -0.130394 -0.144006 6 -0.074063 -0.056761 -0.091806 -0.130394 -0.144006 7 0.046365 0.057993 0.048057 0.040223 0.034883 8 -0.114205 -0.132043 -0.147751 -0.130394 -0.054561 9 -0.064027 -0.062241 -0.049847 -0.08774 -0.054561
10 -0.03392 -0.085449 -0.027469 -0.08774 -0.054561
11 -0.19449 -0.191913 -0.175724 -0.130394 -0.144006 12 -0.023885 0.029304 0.006098 -0.045086 -0.054561 13 -0.064027 -0.068047 -0.063834 -0.08774 -0.054561 14 -0.053992 -0.073684 -0.035861 -0.08774 -0.054561 15 0.036329 0.010745 0.036868 -0.002431 0.034883 16 0.076471 0.057993 0.07603 0.040223 0.034883 17 0.036329 -0.00622 0.011693 0.040223 0.034883 18 0.016258 -0.00622 0.020084 -0.002431 0.034883 19 0.026293 0.001377 0.034071 0.040223 0.034883 20 0.116614 0.125743 0.104002 0.125532 0.124328 21 0.0564 0.011853 0.048057 0.082877 0.034883 22 0.016258 -0.00622 0.020084 0.040223 0.034883 23 0.066436 0.074419 0.048057 0.082877 0.124328 24 0.026293 0.006243 0.034071 -0.002431 0.034883 25 0.036329 -0.016005 0.039665 0.040223 0.034883 26 0.036329 -0.013728 0.039665 0.040223 0.034883 27 0.086507 0.010745 0.07603 0.125532 0.124328 28 -0.114205 -0.102734 -0.147751 -0.130394 -0.144006 29 0.086507 0.052097 0.07603 0.082877 0.124328
30 -0.214562 -0.07366 -0.203697 0.040223 -0.054561 31 0.086507 0.052097 0.07603 0.125532 0.124328 32 -0.064027 -0.064851 -0.049847 -0.130394 -0.144006 33 0.106578 0.057993 0.081624 0.082877 0.124328 34 0.106578 0.06122 0.090016 0.082877 0.124328 35 0.036329 0.001377 0.036868 0.040223 0.034883 36 0.026293 0.015278 0.025679 0.082877 0.034883 37 -0.023885 -0.013728 0.006098 -0.002431 -0.054561 38 0.12665 0.125743 0.131975 0.168186 0.124328 39 0.116614 0.074419 0.098408 0.168186 0.124328 40 0.12665 0.12866 0.145961 0.125532 0.124328 41 0.136685 0.273155 0.159948 0.168186 0.124328 42 0.136685 0.281365 0.159948 0.125532 0.124328 43 0.026293 -0.001058 0.028476 0.040223 0.034883 44 -0.043956 0.052097 -0.035861 -0.045086 -0.054561 45 0.026293 0.001377 0.028476 -0.002431 -0.054561 46 -0.19449 -0.168657 -0.175724 -0.130394 -0.144006 47 0.096543 0.011853 0.07603 -0.002431 0.124328 48 -0.164383 -0.166501 -0.161738 -0.130394 -0.144006
49 -0.124241 -0.107079 -0.147751 -0.08774 -0.054561 50 0.12665 0.153132 0.131975 -0.045086 0.034883 51 0.106578 0.06122 0.09561 -0.002431 0.034883 52 -0.053992 -0.085449 -0.049847 -0.045086 -0.054561 53 -0.074063 -0.128382 -0.128171 -0.08774 -0.054561 54 -0.174419 -0.14631 -0.167332 -0.130394 -0.144006 55 -0.043956 -0.028072 -0.035861 -0.045086 -0.054561 56 -0.03392 -0.07366 -0.030266 -0.130394 -0.144006 57 0.12665 0.206216 0.145961 -0.002431 0.124328 58 0.066436 0.035529 0.053652 0.040223 0.034883 59 0.096543 0.066037 0.07603 0.125532 0.124328 60 0.076471 0.011853 0.059246 0.125532 0.124328 61 -0.074063 -0.064851 -0.063834 -0.045086 -0.054561 62 0.026293 0.011853 0.028476 -0.002431 0.034883 63 -0.114205 -0.103873 -0.147751 -0.130394 -0.144006 64 -0.10417 -0.09577 -0.119779 -0.130394 -0.144006 65 0.076471 0.06122 0.056449 0.125532 0.124328 66 -0.184455 -0.128382 -0.175724 -0.130394 -0.144006 67 -0.074063 -0.107079 -0.133765 -0.130394 -0.144006
68 -0.10417 -0.128382 -0.119779 -0.08774 -0.144006 69 0.106578 0.086093 0.087219 0.082877 0.034883 70 -0.224597 -0.156396 -0.203697 -0.130394 -0.144006 71 0.016258 0.013639 0.020084 -0.08774 0.034883 72 0.12665 0.206216 0.145961 0.168186 0.124328 73 0.12665 0.159088 0.131975 0.168186 0.124328 74 -0.023885 0.001377 0.01449 0.040223 -0.054561 75 0.106578 0.054807 0.07603 0.082877 0.124328 76 0.026293 0.025011 0.034071 0.040223 0.034883 77 -0.023885 -0.017138 -0.007888 -0.002431 -0.054561 78 -0.013849 0.01037 0.01449 -0.045086 -0.054561 79 0.006222 0.011853 0.020084 -0.002431 0.034883 80 0.006222 -0.00132 0.020084 -0.002431 0.034883 81 0.036329 0.011853 0.036868 0.040223 0.034883 82 0.026293 0.021528 0.034071 0.040223 0.034883 83 -0.053992 -0.062241 -0.049847 -0.045086 -0.054561 84 0.116614 0.155636 0.098408 0.082877 0.124328 85 0.026293 -0.014026 0.031273 0.040223 0.034883 86 0.116614 0.10109 0.117989 0.125532 0.124328
87 -0.03392 -0.09577 -0.007888 0.040223 -0.054561 88 -0.174419 -0.204411 -0.172927 -0.130394 -0.144006 89 0.076471 0.010745 0.073232 0.082877 0.034883 90 -0.003814 -0.013728 0.01449 0.040223 0.034883 91 -0.003814 -0.00132 0.017287 -0.002431 0.034883 92 0.116614 0.125743 0.104002 0.125532 0.124328 93 0.006222 0.035529 0.020084 0.125532 0.034883 94 0.116614 0.099499 0.101205 0.168186 0.124328 95 -0.10417 -0.114124 -0.105793 -0.130394 -0.144006 96 0.136685 0.222536 0.168339 0.168186 0.124328 97 0.026293 0.023027 0.031273 -0.045086 0.034883 98 -0.074063 -0.113817 -0.091806 -0.130394 -0.144006 99 0.136685 0.1961 0.154353 0.125532 0.124328 100 0.116614 0.072337 0.104002 0.125532 0.124328
101 0.016258 -0.014026 0.020084 0.040223 0.034883 102 0.066436 0.071567 0.048057 -0.045086 0.034883 103 -0.174419 -0.100748 -0.17013 -0.130394 -0.144006 104 -0.074063 -0.07366 -0.091806 -0.130394 -0.144006 105 -0.124241 -0.139363 -0.147751 -0.130394 -0.144006
Nilai VIF ( c ) dari berbagai nilai c k ZUMUR ZIMT ZKOLES
0.000000 30.2759 6.2252 39.2578 0.001000 26.7804 6.0306 34.5295 0.002000 23.8864 5.8578 30.6192 0.003000 21.4626 5.7024 27.3484 0.004000 19.4119 5.5610 24.5845 0.005000 17.6607 5.4311 22.2278 0.006000 16.1529 5.3110 20.2019 0.007000 14.8451 5.1990 18.4474 0.008000 13.7028 5.0940 16.9179 0.009000 12.6991 4.9950 15.5762 0.010000 11.8120 4.9013 14.3928 0.020000 6.6486 4.1571 7.5790 0.030000 4.4487 3.6160 4.7597 0.040000 3.2822 3.1897 3.3168 0.050000 2.5745 2.8418 2.4747 0.060000 2.1045 2.5518 1.9374 0.070000 1.7716 2.3067 1.5717 0.080000 1.5243 2.0972 1.3103 0.090000 1.3338 1.9164 1.1162 0.100000 1.1828 1.7593 0.9675 0.100000 1.1828 1.7593 0.9675 0.200000 0.5293 0.8958 0.3924 0.300000 0.3308 0.5603 0.2451 0.400000 0.2396 0.3941 0.1820 0.500000 0.1886 0.2988 0.1475 0.600000 0.1564 0.2385 0.1257 0.700000 0.1342 0.1975 0.1105 0.800000 0.1179 0.1681 0.0992 0.900000 0.1054 0.1460 0.0903 1.000000 0.0955 0.1290 0.0830
Ridge Regression Report
Page/Date/Time 2 7/1/2015 9:5043 PM Database D/SKRIPSIKUUUUUUUUUUUUUU/DATAKUTRANS.SO Dependent ZSISTOL
Ridge Trace s a
0.50 t
Variables
e
ZUMUR
B
ZIMT
d
0.41 ZKOLES e iz d r a
0.33 d n a t
0.24 S
0.15
- 4 -3 -2 -1
10
10
10
10
10
KNilai Koefisien Estimator ) Parameter pada Tekanan Darah Sistol k ZUMUR ZIMT ZKOLES
0.000000 0.2294 0.1607 0.4807 0.001000 0.2368 0.1628 0.4710 0.002000 0.2433 0.1648 0.4624 0.003000 0.2490 0.1666 0.4547 0.004000 0.2540 0.1683 0.4478 0.005000 0.2584 0.1698 0.4416 0.006000 0.2624 0.1713 0.4359 0.007000 0.2660 0.1727 0.4308 0.008000 0.2692 0.1740 0.4260 0.009000 0.2722 0.1752 0.4216 0.010000 0.2748 0.1763 0.4176 0.020000 0.2916 0.1857 0.3890 0.030000 0.2991 0.1925 0.3720 0.040000 0.3028 0.1978 0.3603 0.050000 0.3044 0.2022 0.3516 0.060000 0.3049 0.2058 0.3446 0.070000 0.3047 0.2089 0.3389 0.080000 0.3041 0.2115 0.3341 0.090000 0.3033 0.2138 0.3299 0.100000 0.3023 0.2158 0.3261 0.100000 0.3023 0.2158 0.3261 0.200000 0.2899 0.2257 0.3016 0.300000 0.2783 0.2270 0.2862 0.400000 0.2681 0.2252 0.2741 0.500000 0.2589 0.2218 0.2639 0.600000 0.2505 0.2178 0.2549 0.700000 0.2428 0.2134 0.2467 0.800000 0.2356 0.2089 0.2392 0.900000 0.2289 0.2043 0.2323 1.000000 0.2226 0.1999 0.2258
Ridge Regression Report
0.33
Page/Date/Time 2 7/1/2015 9:5043 PM Database D/SKRIPSIKUUUUUUUUUUUUUU/DATAKUTRANS.SO Dependent ZDIASTOL
Variables ZUMUR ZIMT ZKOLES
t a n d a r d iz e d B e t a s
10
Ridge Trace10
10
10
10
0.50
0.41
0.24
0.00
0.15
Variables ZUMUR ZIMT ZKOLES
10 Ridge Trace K S ta n d a r d iz e d B e ta s
10
10
10
10
0.80
0.60
0.40
0.20
- 4
- 3
- 2
- 1
- 4
- 3
- 2
- 1
K S
Nilai Koefisien Estimator ) Parameter pada Tekanan Darah diastol k ZUMUR ZIMT ZKOLES
0.000000 0.7649 0.1380 0.0267 0.001000 0.7437 0.1359 0.0494 0.002000 0.7248 0.1343 0.0693 0.003000 0.7080 0.1330 0.0869 0.004000 0.6929 0.1320 0.1025 0.005000 0.6792 0.1312 0.1165 0.005000 0.6792 0.1312 0.1165 0.006000 0.6667 0.1306 0.1291 0.007000 0.6553 0.1302 0.1405 0.008000 0.6448 0.1300 0.1509 0.009000 0.6351 0.1298 0.1603 0.010000 0.6261 0.1298 0.1689 0.020000 0.5622 0.1328 0.2261 0.030000 0.5236 0.1385 0.2557 0.040000 0.4969 0.1447 0.2730 0.050000 0.4769 0.1508 0.2838 0.060000 0.4610 0.1566 0.2910 0.070000 0.4479 0.1619 0.2957 0.080000 0.4368 0.1668 0.2989 0.090000 0.4272 0.1712 0.3011 0.100000 0.4188 0.1753 0.3025 0.200000 0.3666 0.2005 0.3008 0.300000 0.3381 0.2107 0.2921 0.400000 0.3181 0.2143 0.2829 0.500000 0.3025 0.2146 0.2741 0.600000 0.2895 0.2132 0.2658 0.700000 0.2783 0.2107 0.2580 0.800000 0.2683 0.2076 0.2506 0.900000 0.2594 0.2042 0.2437 1.000000 0.2512 0.2006 0.2372
Analysis of Variance Section Sistol for k = 0.100000 Sum of Mean Prob Source DF Squares Square F-Ratio Level
Intercept 1 3.974438E-09 3.974438E-09 Model 3 0.7068892 0.2356297 81.1819 0.000000 Error 101 0.2931514 2.902489E-03 Total(Adjusted) 104 1.000041 9.615775E-03
Analysis of Variance Section diastolik for k = 0.100000 Sum of Mean Prob Source DF Squares Square F-Ratio Level
Intercept 1 1.915736E-07 1.915736E-07 Model 3 0.8035584 0.2678528 137.7399 0.000000 Error 101 0.1964073 1.944627E-03 Total(Adjusted) 104 0.9999658 9.615055E-03