BAB 4 HASIL DAN PEMBAHASAN
4.4. Pembahasan (Perbandingan)
Dari hasil penelitian yang telah dilakukan bahwa metode entropy dapat digunakan sebagai penentu nilai centroid awal pada k-means. Nilai centroid yang diperoleh dari metode entropy menunjukkan kinerja yang baik dalam mempelajari data pada saat proses training. Metode entropy menghasilkan nilai centroid yang dapat mewakili
No Pasien
K-means Dengan Entropy K-means Standar
Iterasi C1 C2 C3 Iterasi C1 C2 C3
1. 4 1 4 1
2. 4 1 4 1
3. 4 1 4 1
4. 4 1 4 1
5. 4 1 4 1
6. 4 1 4 1
7. 4 1 4 1
8. 4 1 4 1
9. 4 1 4 1
10. 4 1 4 1
11. 4 1 4 1
12. 4 1 4 1
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keseluruhan data dengan jumlah data training yang walaupun dengan penentuan centroid awal tertentu jumlah iterasinya sama yaitu sebanyak 4 kali. Namun pada proses penghitungan keseluruhan data, metode entropy dapat mendapatkan hasil yang optimal dibandingkan dengan k-means standar.
Namun secara keseluruhan pengujian, nilai centroid awal yang dihasilkan dengan metode entropy memiliki tingkat keberhasilan dalam pengclusteran data dibandingkan dengan cara yang lainnya. Maka dapat disimpulkan bahwa nilai centroid awal sangatlah mempengaruhi dari proses pembelajaran data dan tingkat akurasi yang didapat. Kemudian penentuan nilai centroid awal pada k-means dengan menggunakan metode entropy bisa dikatakan lebih baik jika dibandingkan dengan penentuan nilai centroid awal dengan cara k-means standar.
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BAB 5
KESIMPULAN DAN SARAN
5.1. Kesimpulan
Kesimpulan dari hasil penelitian yang telah dilakukan yaitu :
1. Metode entropy dalam penentuan nilai bobot awal pada penentuan pusat cluster membantu kinerja proses dalam clustering dan menghasilkan tingkat hasil yang lebih baik dalam proses klasterisasi.
2. Nilai bobot awal yang dihasilkan metode entropy mampu mempelajari data dengan baik dan menghasilkan tingkat akurasi lebih tinggi, hal ini disebabkan sifat metode entropy mampu menyelidiki keserasian dari sekumpulan dataset sehingga menghasilkan nilai bobot yang dapat mewakili setiap dataset pada setiap kelas.
5.2. Saran
Adapun saran yang diberikan oleh penulis yaitu :
1. Untuk hasil yang lebih akurat lagi dapat menggunakan metode penentuan bobot selain metode entropy ataupun mengkombinasikan k-means dengan metode lainnya.
2. Perlu diimplementasikan dengan data kasus yang lain atau dengan data set yang lebih banyak.
31
DAFTAR PUSTAKA
Abbas, A.R. 2004. Entropy Methode for Adaptive Utility Elicitation. IEEE Transaction on System, Man, and Cybernetics 34(2): 169-178.
Agusta, Yudi PhD, “K-Means – Penerapan, Permasalahan dan Metode Terkait”, Jurnal Sistem dan Informatika Vol. 3 (Pebruari 2007), 47-60
Chen , Bernard, Phang C. Tai, R. Harrison and Yi Pan, “Novel Hybrid
Hierarchical-K-means Clustering Method (H-K-means) for Microarray Analysis” Department of Computer Science, Department of Biology, Georgia State University, Atlanta, USA 2005
Chen , Bernard, Phang C. Tai, R. Harrison and Yi Pan, “Novel Hybrid
Hierarchical-K-means Clustering Method (H-K-means) for Microarray Analysis” Department of Computer Science, Department of Biology, Georgia State University, Atlanta, USA 2005
Jamila. 2012. Sistem Pendukung Keputusan Pemilihan Subkontrak Produksi Sarung Tangan Menggunakan Metode Entropy dan TOPSIS. Seminar Nasional Informatika UPN Yogyakarta. 1(2).
Nurul C., Wiharto, & Umi S. 2012. Pengaruh Normalisasi Data pada Jaringan Syaraf Tiruan Backpropation Gradient Descent Adaptive Gain (BPGDAG) untuk Klasifikasi. JURNAL ITSMART. 2301-7201.
Xia, Shu-yin, Zhong-yang Xiong, Yue-guo Luo, Wei-Xu, “Effectiveness of the Euclidean distance in high dimensional spaces”, College of Computer Science, 2015
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LAMPIRAN
Lampiran 1 Tabel Dataset Pasien Pasca Operasi No
33
Lampiran 1 Tabel Dataset Pasien Pasca Operasi (Lanjutan) No
Lampiran 2 Tabel Titik Awal Centroid
Kordinat 1 Kordinat 2 Nilai C1 5.901639344 13.03278689
Nilai C2 4.852459016 8.68852459
Nilai C3 3.016393443 4.344262295 Lampiran 3 Tabel Iterasi Ke 1
No
Pasien Suhu Pasien
Kenyamanan
Pasien C1 C2 C3 Cn
1. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 2. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 3. 4.983606557 8.68852459 4.440202595 0.131148 4.768914 0.131148 4. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 5. 4.852459016 8.68852459 4.469160352 0 4.716328 0 6. 5.901639344 13.03278689 0 4.46916 9.155059 0 7. 4.721311475 4.344262295 8.76833128 4.346241 1.704918 1.704918 8. 5.639344262 8.68852459 4.352173434 0.786885 5.074691 0.786885
34
Lampiran 3 Tabel Iterasi Ke 1 (Lanjutan)
9. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 10. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 11. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 12. 4.852459016 8.68852459 4.469160352 0 4.716328 0 13. 4.983606557 13.03278689 0.918032787 4.346241 8.908445 0.918033 14. 4.852459016 8.68852459 4.469160352 0 4.716328 0 15. 4.721311475 13.03278689 1.180327869 4.346241 8.85422 1.180328 16. 5.114754098 8.68852459 4.41495224 0.262295 4.824493 0.262295 17. 3.93442623 13.03278689 1.967213115 4.440203 8.73689 1.967213 18. 4.852459016 8.68852459 4.469160352 0 4.716328 0 19. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 20. 4.852459016 8.68852459 4.469160352 0 4.716328 0 21. 4.327868852 13.03278689 1.573770492 4.375821 8.786946 1.57377 22. 4.590163934 8.68852459 4.537905094 0.262295 4.620538 0.262295 23. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 24. 4.852459016 8.68852459 4.469160352 0 4.716328 0 25. 4.983606557 8.68852459 4.440202595 0.131148 4.768914 0.131148 26. 4.196721311 8.68852459 4.666836229 0.655738 4.501754 0.655738 27. 4.983606557 8.68852459 4.440202595 0.131148 4.768914 0.131148 28. 4.327868852 8.68852459 4.62053768 0.52459 4.537905 0.52459 29. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 30. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 31. 4.852459016 8.68852459 4.469160352 0 4.716328 0 32. 3.93442623 8.68852459 4.768914166 0.918033 4.440203 0.918033 33. 4.852459016 8.68852459 4.469160352 0 4.716328 0 34. 4.852459016 8.68852459 4.469160352 0 4.716328 0 35. 4.06557377 8.68852459 4.716328199 0.786885 4.46916 0.786885 36. 4.852459016 8.68852459 4.469160352 0 4.716328 0 37. 4.590163934 8.68852459 4.537905094 0.262295 4.620538 0.262295 38. 4.590163934 8.68852459 4.537905094 0.262295 4.620538 0.262295 39. 4.590163934 6.081967213 7.073461802 2.619721 2.344434 2.344434 40. 4.852459016 8.68852459 4.469160352 0 4.716328 0 41. 4.327868852 8.68852459 4.62053768 0.52459 4.537905 0.52459 42. 4.590163934 13.03278689 1.31147541 4.352173 8.829904 1.311475 43. 5.901639344 13.03278689 0 4.46916 9.155059 0 44. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 45. 4.327868852 8.68852459 4.62053768 0.52459 4.537905 0.52459
35
46. 4.590163934 8.68852459 4.537905094 0.262295 4.620538 0.262295 Lampiran 3 Tabel Iterasi Ke 1 (Lanjutan)
47. 3.278688525 4.344262295 9.075810187 4.620538 0.262295 0.262295 48. 4.852459016 8.68852459 4.469160352 0 4.716328 0 49. 5.114754098 6.950819672 6.132659584 1.757389 3.346231 1.757389 50. 4.852459016 8.68852459 4.469160352 0 4.716328 0 51. 4.852459016 8.68852459 4.469160352 0 4.716328 0 52. 4.327868852 8.68852459 4.62053768 0.52459 4.537905 0.52459 53. 4.852459016 8.68852459 4.469160352 0 4.716328 0 54. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 55. 4.983606557 8.68852459 4.440202595 0.131148 4.768914 0.131148 56. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 57. 4.983606557 13.03278689 0.918032787 4.346241 8.908445 0.918033 58. 4.852459016 8.68852459 4.469160352 0 4.716328 0 59. 4.327868852 8.68852459 4.62053768 0.52459 4.537905 0.52459 60. 4.852459016 8.68852459 4.469160352 0 4.716328 0 61. 4.852459016 8.68852459 4.469160352 0 4.716328 0 62. 4.852459016 8.68852459 4.469160352 0 4.716328 0 63. 4.852459016 8.68852459 4.469160352 0 4.716328 0 64. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 65. 5.114754098 8.68852459 4.41495224 0.262295 4.824493 0.262295 66. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 67. 4.852459016 8.68852459 4.469160352 0 4.716328 0 68. 4.852459016 8.68852459 4.469160352 0 4.716328 0 69. 4.852459016 8.68852459 4.469160352 0 4.716328 0 70. 4.852459016 8.68852459 4.469160352 0 4.716328 0 71. 4.852459016 6.950819672 6.171799133 1.737705 3.188303 1.737705 72. 4.196721311 8.68852459 4.666836229 0.655738 4.501754 0.655738 73. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 74. 4.852459016 8.68852459 4.469160352 0 4.716328 0 75. 4.852459016 8.68852459 4.469160352 0 4.716328 0 76. 4.06557377 8.68852459 4.716328199 0.786885 4.46916 0.786885 77. 4.852459016 8.68852459 4.469160352 0 4.716328 0 78. 4.852459016 8.68852459 4.469160352 0 4.716328 0 79. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148 80. 4.852459016 8.68852459 4.469160352 0 4.716328 0 81. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 82. 4.721311475 8.68852459 4.501753966 0.131148 4.666836 0.131148
36
83. 3.016393443 8.68852459 5.215099117 1.836066 4.344262 1.836066 84. 4.983606557 4.344262295 8.736889821 4.346241 1.967213 1.967213
Lampiran 3 Tabel Iterasi Ke 1 (Lanjutan)
85. 4.852459016 8.68852459 4.469160352 0 4.716328 0 86. 4.852459016 8.68852459 4.469160352 0 4.716328 0 87. 4.721311475 13.03278689 1.180327869 4.346241 8.85422 1.180328 88. 4.852459016 13.03278689 1.049180328 4.344262 8.880405 1.04918 89. 4.852459016 8.68852459 4.469160352 0 4.716328 0 90. 4.721311475 13.03278689 1.180327869 4.346241 8.85422 1.180328
Lampiran 4 Tabel Pengalokasian Ke Dalam Cluster
No Pasien C1 C2 C3 No Pasien C1 C2 C3
37
28. 1 58. 1
29. 1 59. 1
30. 1 60. 1
Lampiran 4 Tabel Pengalokasian Ke Dalam Cluster (Lanjutan)
No Pasien C1 C2 C3 No Pasien C1 C2 C3
Lampiran 5 Tabel Penentuan Centroid Baru
C1 C2 C3
Kordinat 1 4.866264 4.721311 4.485245902 Kordinat 2 13.03279 8.635867 5.560655738
Lampiran 6 Tabel Iterasi Ke 2 No
Pasien Suhu Pasien
Kenyamanan
Pasien C1 C2 C3 Cn
1. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 2. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 3. 4.9836066 8.68852459 4.345847 0.267529 3.167321724 0.267529 4. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805
38
5. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 6. 5.9016393 13.03278689 1.035375 4.55259 7.605189956 1.035375 7. 4.7213115 4.344262295 8.689734 4.291605 1.239088359 1.239088 8. 5.6393443 8.68852459 4.412513 0.919542 3.333992589 0.919542
Lampiran 6 Tabel Iterasi Ke 2 (Lanjutan)
9. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 10. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 11. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 12. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 13. 4.9836066 13.03278689 0.117343 4.404737 7.488732017 0.117343 14. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 15. 4.7213115 13.03278689 0.144953 4.39692 7.475859204 0.144953 16. 5.1147541 8.68852459 4.351363 0.396951 3.1905868 0.396951 17. 3.9344262 13.03278689 0.931838 4.466777 7.492405902 0.931838 18. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 19. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 20. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 21. 4.3278689 13.03278689 0.538395 4.414488 7.473788291 0.538395 22. 4.5901639 8.68852459 4.353027 0.141324 3.129627989 0.141324 23. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 24. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 25. 4.9836066 8.68852459 4.345847 0.267529 3.167321724 0.267529 26. 4.1967213 8.68852459 4.395555 0.527226 3.141147879 0.527226 27. 4.9836066 8.68852459 4.345847 0.267529 3.167321724 0.267529 28. 4.3278689 8.68852459 4.377497 0.396951 3.131825521 0.396951 29. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 30. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 31. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 32. 3.9344262 8.68852459 4.443077 0.788645 3.175998405 0.788645 33. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 34. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 35. 4.0655738 8.68852459 4.417434 0.657849 3.155897377 0.657849 36. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 37. 4.5901639 8.68852459 4.353027 0.141324 3.129627989 0.141324 38. 4.5901639 8.68852459 4.353027 0.141324 3.129627989 0.141324 39. 4.5901639 6.081967213 6.956301 2.557265 0.531764467 0.531764 40. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 41. 4.3278689 8.68852459 4.377497 0.396951 3.131825521 0.396951
39
42. 4.5901639 13.03278689 0.2761 4.398875 7.472867701 0.2761 43. 5.9016393 13.03278689 1.035375 4.55259 7.605189956 1.035375 44. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 45. 4.3278689 8.68852459 4.377497 0.396951 3.131825521 0.396951 46. 4.5901639 8.68852459 4.353027 0.141324 3.129627989 0.141324
Lampiran 6 Tabel Iterasi Ke 2 (Lanjutan)
47. 3.2786885 4.344262295 8.832375 4.527586 1.713299072 1.713299 48. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 49. 5.1147541 6.950819672 6.087041 1.73037 1.526052533 1.526053 50. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 51. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 52. 4.3278689 8.68852459 4.377497 0.396951 3.131825521 0.396951 53. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 54. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 55. 4.9836066 8.68852459 4.345847 0.267529 3.167321724 0.267529 56. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 57. 4.9836066 13.03278689 0.117343 4.404737 7.488732017 0.117343 58. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 59. 4.3278689 8.68852459 4.377497 0.396951 3.131825521 0.396951 60. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 61. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 62. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 63. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 64. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 65. 5.1147541 8.68852459 4.351363 0.396951 3.1905868 0.396951 66. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 67. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 68. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 69. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 70. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 71. 4.852459 6.950819672 6.081983 1.690143 1.437846041 1.437846 72. 4.1967213 8.68852459 4.395555 0.527226 3.141147879 0.527226 73. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 74. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 75. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 76. 4.0655738 8.68852459 4.417434 0.657849 3.155897377 0.657849 77. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 78. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324
40
79. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 80. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 81. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 82. 4.7213115 8.68852459 4.34668 0.052658 3.136764338 0.052658 83. 3.0163934 8.68852459 4.72172 1.705731 3.455588388 1.705731 84. 4.9836066 4.344262295 8.689317 4.299613 1.314525143 1.314525
Lampiran 6 Tabel Iterasi Ke 2 (Lanjutan)
85. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 86. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 87. 4.7213115 13.03278689 0.144953 4.39692 7.475859204 0.144953 88. 4.852459 13.03278689 0.013805 4.398875 7.481148933 0.013805 89. 4.852459 8.68852459 4.344284 0.141324 3.149350573 0.141324 90. 4.7213115 13.03278689 0.144953 4.39692 7.475859204 0.144953
Lampiran 7 Tabel Pengalokasian ke Dalam Cluster
No Pasien C1 C2 C3 No Pasien C1 C2 C3
41
Lampiran 7 Tabel Pengalokasian ke Dalam Cluster (Lanjutan) No Pasien C1 C2 C3 No Pasien C1 C2 C3
Lampiran 8 Tabel Penentuan Centroid Baru
C1 C2 C3
Kordinat 1 4.866264 4.715259 4.563934 Kordinat 2 13.03279 8.688525 5.734426
Lampiran 9 Tabel Iterasi Ke 3 No
1. 4.85245902 13.03278689 0.013805 21.72174 7.304062 0.013805
42
2. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 3. 4.98360656 8.68852459 4.345847 9.490659 2.98376 2.98376 4. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 5. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 6. 5.90163934 13.03278689 1.035375 14.5131 7.419941 1.035375 7. 4.72131148 4.344262295 8.689734 4.374311 1.399044 1.399044 8. 5.63934426 8.68852459 4.412513 9.429677 3.143756 3.143756 9. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287
Lampiran 9 Tabel Iterasi Ke 3 (Lanjutan)
10. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 11. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 12. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 13. 4.98360656 13.03278689 0.117343 15.28073 7.310417 0.117343 14. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 15. 4.72131148 13.03278689 0.144953 15.2574 7.300057 0.144953 16. 5.1147541 8.68852459 4.351363 9.48561 3.005012 3.005012 17. 3.93442623 13.03278689 0.931838 14.5988 7.325459 0.931838 18. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 19. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 20. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 21. 4.32786885 13.03278689 0.538395 14.92655 7.302177 0.538395 22. 4.59016393 8.68852459 4.353027 9.484087 2.954215 2.954215 23. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 24. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 25. 4.98360656 8.68852459 4.345847 9.490659 2.98376 2.98376 26. 4.19672131 8.68852459 4.395555 9.445181 2.976834 2.976834 27. 4.98360656 8.68852459 4.345847 9.490659 2.98376 2.98376 28. 4.32786885 8.68852459 4.377497 9.461697 2.963515 2.963515 29. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 30. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 31. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 32. 3.93442623 8.68852459 4.443077 9.401744 3.020427 3.020427 33. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 34. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 35. 4.06557377 8.68852459 4.417434 9.425178 2.995841 2.995841 36. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 37. 4.59016393 8.68852459 4.353027 9.484087 2.954215 2.954215 38. 4.59016393 8.68852459 4.353027 9.484087 2.954215 2.954215
43
39. 4.59016393 6.081967213 6.956301 6.196904 0.348529 0.348529 40. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 41. 4.32786885 8.68852459 4.377497 9.461697 2.963515 2.963515 42. 4.59016393 13.03278689 0.2761 15.14679 7.298408 0.2761 43. 5.90163934 13.03278689 1.035375 14.5131 7.419941 1.035375 44. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 45. 4.32786885 8.68852459 4.377497 9.461697 2.963515 2.963515 46. 4.59016393 8.68852459 4.353027 9.484087 2.954215 2.954215 47. 3.27868852 4.344262295 8.832375 4.232723 1.893255 1.893255
Lampiran 9 Tabel Iterasi Ke 3 (Lanjutan)
48. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 49. 5.1147541 6.950819672 6.087041 7.25181 1.335296 1.335296 50. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 51. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 52. 4.32786885 8.68852459 4.377497 9.461697 2.963515 2.963515 53. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 54. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 55. 4.98360656 8.68852459 4.345847 9.490659 2.98376 2.98376 56. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 57. 4.98360656 13.03278689 0.117343 15.28073 7.310417 0.117343 58. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 59. 4.32786885 8.68852459 4.377497 9.461697 2.963515 2.963515 60. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 61. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 62. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 63. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 64. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 65. 5.1147541 8.68852459 4.351363 9.48561 3.005012 3.005012 66. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 67. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 68. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 69. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 70. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 71. 4.85245902 6.950819672 6.081983 7.256655 1.250144 1.250144 72. 4.19672131 8.68852459 4.395555 9.445181 2.976834 2.976834 73. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 74. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 75. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155
44
76. 4.06557377 8.68852459 4.417434 9.425178 2.995841 2.995841 77. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 78. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 79. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 80. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 81. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 82. 4.72131148 8.68852459 4.34668 9.489896 2.958287 2.958287 83. 3.01639344 8.68852459 4.72172 9.147869 3.334903 3.334903 84. 4.98360656 4.344262295 8.689317 4.374725 1.45213 1.45213 85. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155
Lampiran 9 Tabel Iterasi Ke 3 (Lanjutan)
86. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 87. 4.72131148 13.03278689 0.144953 15.2574 7.300057 0.144953 88. 4.85245902 13.03278689 0.013805 15.36834 7.304062 0.013805 89. 4.85245902 8.68852459 4.344284 9.492089 2.968155 2.968155 90. 4.72131148 13.03278689 0.144953 15.2574 7.300057 0.144953
Lampiran 10 Tabel Pengalokasian Cluster
No Pasien C1 C2 C3 No Pasien C1 C2 C3
45
Lampiran 10 Tabel Pengalokasian Cluster (Lanjutan)
Lampiran 11 Tabel Penentuan Centroid Baru
C1 C2 C3
Kordinat 1 4.866264021 0 4.704687139 Kordinat 2 13.03278689 0 8.419302701
Lampiran 12 Tabel Iterasi Ke 4
No Pasien Suhu Pasien Kenyamanan Pasien C1 C2 C3 Cn
46
1. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 2. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 3. 4.983606557 8.68852459 4.345846771 10.01632637 0.387655088 0.387655088 4. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 5. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 6. 5.901639344 13.03278689 1.035375324 14.3067425 4.766228162 1.035375324 7. 4.721311475 4.344262295 8.689733643 6.415870708 4.075074316 4.075074316 8. 5.639344262 8.68852459 4.412512657 10.35821719 0.9726584 0.9726584 9. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 10. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 11. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 12. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 13. 4.983606557 13.03278689 0.117342537 13.95313113 4.62190787 0.117342537 14. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653
Lampiran 12 Tabel Iterasi Ke 4 (Lanjutan)
15. 4.721311475 13.03278689 0.144952545 13.86161304 4.613514136 0.144952545 16. 5.114754098 8.68852459 4.351363258 10.08222044 0.490545957 0.490545957 17. 3.93442623 13.03278689 0.931837791 13.61371528 4.677343069 0.931837791 18. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 19. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 20. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 21. 4.327868852 13.03278689 0.538395168 13.73258835 4.628847409 0.538395168 22. 4.590163934 8.68852459 4.353027239 9.826498079 0.292567923 0.292567923 23. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 24. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 25. 4.983606557 8.68852459 4.345846771 10.01632637 0.387655088 0.387655088 26. 4.196721311 8.68852459 4.395554837 9.648985922 0.574899737 0.574899737 27. 4.983606557 8.68852459 4.345846771 10.01632637 0.387655088 0.387655088 28. 4.327868852 8.68852459 4.377497487 9.706745508 0.4631117 0.4631117 29. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 30. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 31. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 32. 3.93442623 8.68852459 4.443077375 9.537828333 0.815954836 0.815954836 33. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 34. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 35. 4.06557377 8.68852459 4.417433618 9.592671663 0.693502937 0.693502937 36. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 37. 4.590163934 8.68852459 4.353027239 9.826498079 0.292567923 0.292567923
47
38. 4.590163934 8.68852459 4.353027239 9.826498079 0.292567923 0.292567923 39. 4.590163934 6.081967213 6.956301127 7.619706696 2.340139472 2.340139472 40. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 41. 4.327868852 8.68852459 4.377497487 9.706745508 0.4631117 0.4631117 42. 4.590163934 13.03278689 0.276100086 13.81749395 4.614905403 0.276100086 43. 5.901639344 13.03278689 1.035375324 14.3067425 4.766228162 1.035375324 44. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 45. 4.327868852 8.68852459 4.377497487 9.706745508 0.4631117 0.4631117 46. 4.590163934 8.68852459 4.353027239 9.826498079 0.292567923 0.292567923 47. 3.278688525 4.344262295 8.832375417 5.44264764 4.317340195 4.317340195 48. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 49. 5.114754098 6.950819672 6.087041359 8.629866952 1.524663018 1.524663018 50. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 51. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 52. 4.327868852 8.68852459 4.377497487 9.706745508 0.4631117 0.4631117
Lampiran 12 Tabel Iterasi Ke 4 (Lanjutan)
53. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 54. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 55. 4.983606557 8.68852459 4.345846771 10.01632637 0.387655088 0.387655088 56. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 57. 4.983606557 13.03278689 0.117342537 13.95313113 4.62190787 0.117342537 58. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 59. 4.327868852 8.68852459 4.377497487 9.706745508 0.4631117 0.4631117 60. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 61. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 62. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 63. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 64. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 65. 5.114754098 8.68852459 4.351363258 10.08222044 0.490545957 0.490545957 66. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 67. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 68. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 69. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 70. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 71. 4.852459016 6.950819672 6.081982881 8.477042681 1.475899365 1.475899365 72. 4.196721311 8.68852459 4.395554837 9.648985922 0.574899737 0.574899737 73. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 74. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653
48
75. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 76. 4.06557377 8.68852459 4.417433618 9.592671663 0.693502937 0.693502937 77. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 78. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 79. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 80. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 81. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 82. 4.721311475 8.68852459 4.346679897 9.888439796 0.269734673 0.269734673 83. 3.016393443 8.68852459 4.721719607 9.197232679 1.709624529 1.709624529 84. 4.983606557 4.344262295 8.689316937 6.611274401 4.084574685 4.084574685 85. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 86. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 87. 4.721311475 13.03278689 0.144952545 13.86161304 4.613514136 0.144952545 88. 4.852459016 13.03278689 0.013805004 13.90682899 4.615850175 0.013805004 89. 4.852459016 8.68852459 4.344284229 9.951724376 0.307110653 0.307110653 90. 4.721311475 13.03278689 0.144952545 13.86161304 4.613514136 0.144952545
Lampiran 13 Tabel Pengalokasian ke Dalam Cluster
No Pasien C1 C2 C3 No Pasien C1 C2 C3
49
Lampiran 13 Tabel Pengalokasian ke Dalam Cluster (Lanjutan)
No Pasien C1 C2 C3 No Pasien C1 C2 C3
Lampiran 14 Tabel Penentuan Centroid Awal K-Means Centroid Kordinat 1 Kordinat 2
C1 (Data Ke 43) 45 15
C2 (Data Ke 7) 36 5
C3 (Data Ke 83) 23 10
50
Lampiran 15 Tabel Iterasi Ke 1 K-Means
No. Pasien Suhu Pasien Kenyamanan Pasien C1 C2 C3 Cn
Lampiran 15 Tabel Iterasi Ke 1 K-Means (Lanjutan)
18. 37 10 9.43398 5.09902 14 5.099019514
51
Lampiran 15 Tabel Iterasi Ke 1 K-Means (Lanjutan)
56. 37 15 8 10.0499 14.8660687 8
52
Lampiran 16 Tabel Pengalokasian Kedalam Cluster No Pasien C1 C2 C3 No Pasien C1 C2 C3
53
Lampiran 16 Tabel Pengalokasian Kedalam Cluster (Lanjutan) No Pasien C1 C2 C3 No Pasien C1 C2 C3
54
Lampiran 17 Tabel Penentuan Centroid Baru
C1 C2 C3
Kordinat 1 38.125 36.2 27 Kordinat 2 14.6875 9.885714286 10
Lampiran 18 Tabel Iterasi Ke 2
No Pasien Suhu Pasien Kenyamanan Pasien C1 C2 C3 Cn
Lampiran 18 Tabel Iterasi Ke 2 (Lanjutan)
21. 33 15 5.13452 6.0329 7.81025 5.13452
55
Lampiran 18 Tabel Iterasi Ke 2 (Lanjutan)
57. 38 15 0.33657 5.4218 12.083 0.33657
56
Lampiran 19 Tabel Pengalokasian Kedalam Cluster
No Pasien C1 C2 C3 No Pasien C1 C2 C3
57
Lampiran 19 Tabel Pengalokasian Kedalam Cluster (Lanjutan) No Pasien C1 C2 C3 No Pasien C1 C2 C3
71. 1 81. 1
72. 1 82. 1
73. 1 83. 1
58
Lampiran 20 Tabel Penentuan Centroid Baru
C1 C2 C3
Kordinat 1 37.7895 36.36923077 28.33333333 Kordinat 2 14.7368 9.646153846 10
Lampiran 21 Tabel Iterasi Ke 3
No Pasien Suhu Pasien Kenyamanan Pasien C1 C2 C3 Cn
Lampiran 21 Tabel Iterasi Ke 3 (Lanjutan)
18. 37 10 4.80218 0.72324057 8.66667 0.72324
19. 37 15 0.83218 5.39087548 10.0056 0.83218
20. 37 10 4.80218 0.72324057 8.66667 0.72324
21. 33 15 4.7967 6.32577146 6.83943 4.7967
59
Lampiran 21 Tabel Iterasi Ke 3 (Lanjutan)
56. 37 15 0.83218 5.39087548 10.0056 0.83218
57. 38 15 0.33701 5.59670233 10.8832 0.33701
58. 37 10 4.80218 0.72324057 8.66667 0.72324
60
Lampiran 22 Tabel Pengalokasian Kedalam Clustering
61
Lampiran 22 Tabel Pengalokasian Kedalam Clustering (Lanjutan)
62
Lampiran 23 Tabel Penentuan Centroid Baru
C1 C2 C3
Kordinat 1 37.5 36.609375 29.25 Kordinat 2 15 9.640625 10
Lampiran 24 Tabel Iterasi Ke 4
No Pasien Suhu Pasien Kenyamanan Pasien C1 C2 C3 Cn
63
Lampiran 24 Tabel Iterasi Ke 4 (Lanjutan)
18. 37 10 5.02494 0.53079024 7.75 0.53079
64
55. 38 10 5.02494 1.43631065 8.75 1.43631
Lampiran 24 Tabel Iterasi Ke 4 (Lanjutan)
56. 37 15 0.5 5.37359175 9.22293 0.5
65
Lampiran 25 Tabel Pengalokasian Kedalam Cluster No Pasien C1 C2 C3 No Pasien C1 C2 C3
66
34. 1 69. 1
35. 1 70. 1
Lampiran 25 Tabel Pengalokasian Kedalam Cluster (Lanjutan) No Pasien C1 C2 C3 No Pasien C1 C2 C3
71. 1 81. 1
72. 1 82. 1
73. 1 83. 1
74. 1 84. 1
75. 1 85. 1
76. 1 86. 1
77. 1 87. 1
78. 1 88. 1
79. 1 89. 1
80. 1 90. 1