Tiara Putri, K-means Dan Hierarki

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    e1 e2 e3 e4

    P1 10 26 31 446

    P2 7 25 16 266

    P3 9 25 21 249

    P4 9 27 42 213

    P5 22 24 37 419

    P6 21 29 43 238

    P7 5 24 37 438

    P8 32 32 21 348

    P9 10 24 12 279

    P10 54 28 28 342

    C1 10 26 31 446   Iterasi 1

    C2 7 25 16 266

    C3 9 25 21 249

    Kemudian pakai rumus euclidean distance yang

    Berdasar    C1 C2 C3 Nilai terkecil K1 K2

    P1 1 180.6516 197.25871 1 1 0

    P2   180.64883 0 17.832555 0 0 1

    P3 197.25618 17.832555 0 0 0 0

    P4   233.27023 59.101607 41.725292 41.725292 0 0

    P5 30.166206 155.16443 171.24836 30.166206 1 0

    P6   208.67439 41.533119 27.658633 27.658633 0 0

    P7 11.224972 173.29166 189.72085 11.224972 1 0P8   101.17806 86.156834 101.87738 86.156834 0 1

    P9 168.08034 13.96424 31.352831 13.96424 0 1

    P10   113.00442 90.210864 103.59537 90.210864 0 1

    Klaster 1   P1 P5 P7

    Klaster 2 P2 P8 P9 P10

    Klaster 3   P3 P4 P6

    C1 123333333333 246666666667 35 434333333333 Iterasi 2C2 2575 2725 1925 30875

    C3 13 27 353333333333 233333333333

    Berdasar    C1 C2 C3 Nilai terkecil K1 K2

    P1 12.622731 138.65515 212.73432 12.622731 1 0

    P2   169.48648 46.848159 38.482319 38.482319 0 0

    P3 185.89155 62.118838 21.699974 21.699974 0 0

    P4   221.48138 99.831107 21.768989 21.768989 0 0

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    P5 18.248288 111.77992 185.91635 18.248288 1 0

    P6   196.73502 74.801404 12.188337 12.188337 0 0

    P7 8.4656167 132.14292 204.85171 8.4656167 1 0

    P8   89.944427 40.065571 117.21727 40.065571 0 1

    P9 157.04564 34.586847 51.457642 34.586847 0 1

    P10   101.5956 44.505618 116.37965 44.505618 0 1

    Klaster 1   P1 P5 P7

    Klaster 2 P8 P9 P10

    Klaster 3   P2 P3 P4 P6

    C1 123333333333 246666666667 35 434333333333 Iterasi 3

    C2 32 28 203333333333 323

    C3 115 265 305 2415

    Berdasar    C1 C2 C3 Nilai terkecil K1 K2

    P1 12.622731 125.4224 204.50672 12.622731 1 0P2   169.48648 62.464212 28.861739 28.861739 0 0

    P3 185.89155 77.552849 12.4499 12.4499 0 0

    P4   221.48138 114.4528 30.838288 30.838288 0 0

    P5 18.248288 98.029474 177.94662 18.248288 1 0

    P6   196.73502 88.661027 16.278821 16.278821 0 0

    P7 8.4656167 119.36406 196.73078 8.4656167 1 0

    P8   89.944427 25.326754 109.00917 25.326754 0 1

    P9 157.04564 50.054415 41.916584 41.916584 0 0

    P10   101.5956 30.062897 109.15585 30.062897 0 1

    Klaster 1   P1 P5 P7

    Klaster 2 P8 P10

    Klaster 3   P2 P3 P4 P6 P9

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    C1 123333333333 24666666667 35 43433333333

    C2 43 30 245 345

    C3 112 26 268 249

    Berdasar    C1 C2 C3 Nilai terkec

    P1 12.622731 106.5282 197.0484 12.62273

    P2   169.48648 87.3742 20.59806 20.59806

    P3 185.89155 102.0257 6.283311 6.283311

    P4   221.48138 137.46 39.15201 39.15201

    P5 18.248288 78.16169 170.6595 18.24829

    P6   196.73502 110.7982 22.10158 22.10158

    P7 8.4656167 101.4162 189.3871 8.465617

    P8   89.944427 12.09339 101.5051 12.09339

    P9 157.04564 75.08162 33.53327 33.53327

    P10   101.5956 12.09339 102.4025 12.09339

    Klaster 1   P1 P5 P7

    K3 Klaster 2 P8 P10

    0 Klaster 3   P2 P3 P4 P6

    0

    1 Jadi setelah 4 iterasi, ini a!a"ann#a

    1

    0

    1

    00

    0

    0

    K3

    0

    1

    1

    1

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    0

    1

    0

    0

    0

    0

    K3

    01

    1

    1

    0

    1

    0

    0

    1

    0

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    Iterasi 4

    K1 K2 K3

    1 0 0

    0 0 1

    0 0 1

    0 0 1

    1 0 0

    0 0 1

    1 0 0

    0 1 0

    0 0 1

    0 1 0

    P9

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    e1 e2 e3 e4

    P1 10 26 31 446

    P2 7 25 16 266

    P3 9 25 21 249

    P4 9 27 42 213

    P5 22 24 37 419

    P6 21 29 43 238

    P7 5 24 37 438

    P8 32 32 21 348

    P9 10 24 12 279

    P10 54 28 28 342

    C1 10 26 31 446   Iterasi 1

    C2 7 25 16 266

    C3 9 25 21 249

    C4 9 27 42 213

    Kemudian pakai rumus euclidean distance yang

    Berdasar    C1 C2 C3 C4 Nilai terkecK1

    P1 1 180.6516 197.25871 233.2638 1 1

    P2   180.64883 0 17.832555 59.101607 0 0

    P3 197.25618 17.832555 0 41.725292 0 0

    P4   233.27023 59.101607 41.725292 0 0 0

    P5 30.166206 155.16443 171.24836 206.49213 30.16621 1

    P6   208.67439 41.533119 27.658633 27.820855 27.65863 0P7 11.224972 173.29166 189.72085 225.11108 11.22497 1

    P8   101.17806 86.156834 101.87738 138.63621 86.15683 0

    P9 168.08034 13.96424 31.352831 72.56721 13.96424 0

    P10   113.00442 90.210864 103.59537 137.34264 90.21086 0

    Klaster 1   P1 P5 P7

    Klaster 2 P2 P8 P9 P10

    Klaster 3   P3 P6

    Klaster 4   P4

    C1 123333333333 246666666667 35 434333333333 Iterasi 2

    C2 2575 2725 1925 30875

    C3 15 27 32 2435

    C4 9 27 42 213

    Berdasar    C1 C2 C3 C4 Nilai terkecK1

    P1 12.622731 138.65515 202.56666 233.2638 12.62273 1

    P2   169.48648 46.848159 28.814059 59.101607 28.81406 0

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    P3 185.89155 62.118838 13.829317 41.725292 13.82932 0

    P4   221.48138 99.831107 32.653484 0 0 0

    P5 18.248288 111.77992 175.73631 206.49213 18.24829 1

    P6   196.73502 74.801404 13.829317 27.820855 13.82932 0

    P7 8.4656167 132.14292 194.84417 225.11108 8.465617 1

    P8   89.944427 40.065571 106.56102 138.63621 40.06557 0

    P9 157.04564 34.586847 41.161268 72.56721 34.58685 0P10   101.5956 44.505618 106.02005 137.34264 44.50562 0

    Klaster 1   P1 P5 P7

    Klaster 2 P8 P9 P10

    Klaster 3   P2 P3 P6

    Klaster 4   P4

    C1 123333333333 246666666667 35 434333333333 Iterasi 3

    C2 32 28 203333333333 323

    C3 123333333333 263333333333 266666666667 251C4 9 27 42 213

    Berdasar    C1 C2 C3 C4 Nilai terkecK1

    P1 12.622731 125.4224 195.06238 233.2638 12.62273 1

    P2   169.48648 62.464212 19.209373 59.101607 19.20937 0

    P3 185.89155 77.552849 7 41.725292 7 0

    P4   221.48138 114.4528 41.117717 0 0 0

    P5 18.248288 98.029474 168.61099 206.49213 18.24829 1

    P6   196.73502 88.661027 22.759613 27.820855 22.75961 0

    P7 8.4656167 119.36406 187.44332 225.11108 8.465617 1

    P8   89.944427 25.326754 99.297533 138.63621 25.32675 0

    P9 157.04564 50.054415 31.780497 72.56721 31.7805 0

    P10   101.5956 30.062897 100.10827 137.34264 30.0629 0

    Klaster 1   P1 P5 P7

    Klaster 2 P8 P10

    Klaster 3   P2 P3 P6 P9

    Klaster 4   P4

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    C1 123333333333 24666666667 35

    C2 43 30 245

    C3 1175 2575 23

    C4 9 27 42

    Berdasar    C1 C2 C3

    P1 12.622731 106.5282 188.1784

    P2   169.48648 87.3742 11.66726

    P3 185.89155 102.0257 9.65013

    P4   221.48138 137.46 48.94001

    P5 18.248288 78.16169 161.9417

    P6   196.73502 110.7982 29.93535

    P7 8.4656167 101.4162 180.6782

    P8   89.944427 12.09339 92.48311

    P9 157.04564 75.08162 23.83537

    P10   101.5956 12.09339 94.18665

    Klaster 1   P1 P5 P7

    K2 K3 K4 Klaster 2 P8 P10

    0 0 0 Klaster 3   P2 P3 P9

    1 0 0 Klaster 4 P4 P6

    0 1 0

    0 0 1 C1 123333333333 24666666667 35

    0 0 0 C2 43 30 245

    0 1 0 C3 86666666667 24666666667 163333333330 0 0 C4 15 28 425

    1 0 0

    1 0 0 Berdasar    C1 C2 C3

    1 0 0 P1 12.622731 106.5282 181.9353

    P2   169.48648 87.3742 2.185813

    P3 185.89155 102.0257 16.35373

    P4   221.48138 137.46 57.73888

    P5 18.248288 78.16169 156.2822

    P6   196.73502 110.7982 39.9138

    P7 8.4656167 101.4162 174.6008P8   89.944427 12.09339 86.97381

    P9 157.04564 75.08162 15.04807

    P10   101.5956 12.09339 90.45871

    Klaster 1   P1 P5 P7

    K2 K3 K4 Klaster 2 P8 P10

    0 0 0 Klaster 3   P2 P3 P9

    0 1 0 Klaster 4 P4 P6

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    0 1 0

    0 0 1 Jadi kesi$%&lann#a, data "erakhir setelah 4 it

    0 0 0

    0 1 0

    0 0 0

    1 0 0

    1 0 01 0 0

    K2 K3 K4

    0 0 0

    0 1 0

    0 1 0

    0 0 1

    0 0 0

    0 1 0

    0 0 0

    1 0 0

    0 1 0

    1 0 0

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    43433333333 Iterasi 4

    345

    258

    213

    C4 Nilai terkecK1 K2 K3 K4

    233.2638 12.62273 1 0 0 0

    59.10161 11.66726 0 0 1 0

    41.72529 9.65013 0 0 1 0

    0 0 0 0 0 1

    206.4921 18.24829 1 0 0 0

    27.82086 27.82086 0 0 0 1

    225.1111 8.465617 1 0 0 0

    138.6362 12.09339 0 1 0 0

    72.56721 23.83537 0 0 1 0

    137.3426 12.09339 0 1 0 0

    43433333333 Iterasi 5

    345

    26466666667

    2255

    C4 Nilai terkecK1 K2 K3 K4

    220.8653 12.62273 1 0 0 0

    49.14774 2.185813 0 0 1 0

    32.54996 16.35373 0 0 1 0

    13.91043 13.91043 0 0 0 1

    193.746 18.24829 1 0 0 0

    13.91043 13.91043 0 0 0 1

    212.8438 8.465617 1 0 0 0125.5926 12.09339 0 1 0 0

    61.91526 15.04807 0 0 1 0

    123.7073 12.09339 0 1 0 0

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      rasi

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    e1 e2 e3 e4 %terasi 1 P1

    P1 10 26 31 446 P1 0

    P2 7 25 16 266 P2

    P3 9 25 21 249 P3

    P4 9 27 42 213 P4

    P5 22 24 37 419 P5

    P6 21 29 43 238 P6

    P7 5 24 37 438 P7

    P8 32 32 21 348 P8

    P9 10 24 12 279 P9

    P10 54 28 28 342 P10

    %terasi 2 P1

    Kesimpulan P1 P7

    &ntuk pengklasteran 'anya ada tiga klaster  P2

    Klaster 1   P1, P7, P2, P9, P4, P6 P3

    Klaster 2   P3 P8 P10 P4

    Klaster 3   P5 P5

    P6

    P7

    P8

    P9

    P10

    %terasi 3 P1P1 P7

    P2 P9

    P3

    P4

    P5

    P6

    P7

    P8

    P9

    P10

    %terasi 4 P1

    P1 P7

    P2 P9

    P3

    P4

    P5

    !a" !es#urce$rea

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    P6

    P7

    P8 P10

    P9

    P10

    %terasi 5 P1

    P1 P7

    P2 P9

    P3 P8

    P4

    P5

    P6

    P7

    P8 P10

    P9

    P10

    %terasi 6 P1

    P1 P7

    P2 P9

    P3 P8

    P4 P6

    P5

    P6

    P7P8 P10

    P9

    P10

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    P2 P3 P4 P5 P6 P7 P8 P9 P10

    199 209 246 47 234 21 136 188 153

    0 24 83 190 73 119 119 21 138

    0 59 200 49 41 129 41 148

    0 227 40 237 184 100 189

    0 193 36 105 177 122

    0 227 146 88 153

    0 141 189 158

    0 108 39

    0 127

    0

    P2 P3 P4 P5 P6 P1 P7 P8 P9 P10

    0 24 83 190 73 119 21 138

    0 59 200 49 129 41 148

    0 227 40 184 100 189

    0 193 105 177 122

    0 146 88 153

    141 189 158

    0 108 39

    0 127

    0

    P2 P3 P4 P5 P6 P1 P7 P8 P2 P9 P10

    0 59 200 49 129 148

    0 227 40 184 189

    0 193 105 122

    0 146 153

    141 158

    0 39

    127

    0

    P2 P3 P4 P5 P6 P1 P7 P8 P2 P9 P8 P10

    0 89 52 99 19

    0 227 40 184

    0 193 105

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    0 146

    141

    P2 P3 P4 P5 P6 P1 P7 P3 P8 P2 P9 P8 P10

    0 227 40

    0 193

    0

    P2 P3 P4 P5 P4 P6 P1 P7 P3 P8 P2 P9 P8 P10

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    2

    1

    P1 P7 P2 P9 P8 P10 P3 P4 P6

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