latihan knn

No Fitur A Fitur B Fitur B Fitur C Kelas 1 5.1 3.5 1.4 0.2 X2 4.9 3 1.4 0.2 X3 4.7 3.2 1.3 0.2 X4 4.6 3.1 1.5 0.2 X5 5 3.6 1.4 0.2 X6 5.4 3.9 1.7 0.4 X7 4.6 3.4 1.4 0.3 X8 5 3.4 1.5 0.2 X9 4.4 2.9 1.4 0.2 X

10 4.9 3.1 1.5 0.1 X11 5.4 3.7 1.5 0.2 X12 4.8 3.4 1.6 0.2 X13 4.8 3 1.4 0.1 X14 4.3 3 1.1 0.1 X15 5.8 4 1.2 0.2 X16 5.7 4.4 1.5 0.4 X17 5.4 3.9 1.3 0.4 X18 5.1 3.5 1.4 0.3 X19 5.7 3.8 1.7 0.3 X20 5.1 3.8 1.5 0.3 X21 5.4 3.4 1.7 0.2 X22 5.1 3.7 1.5 0.4 X23 4.6 3.6 1 0.2 X24 5.1 3.3 1.7 0.5 X25 4.8 3.4 1.9 0.2 X26 6.7 3.3 5.7 2.1 Y27 7.2 3.2 6 1.8 Y28 6.2 2.8 4.8 1.8 Y29 6.1 3 4.9 1.8 Y30 6.4 2.8 5.6 2.1 Y31 7.2 3 5.8 1.6 Y32 7.4 2.8 6.1 1.9 Y33 7.9 3.8 6.4 2 Y34 6.4 2.8 5.6 2.2 Y35 6.3 2.8 5.1 1.5 Y36 6.1 2.6 5.6 1.4 Y37 7.7 3 6.1 2.3 Y38 6.3 3.4 5.6 2.4 Y39 6.4 3.1 5.5 1.8 Y40 6 3 4.8 1.8 Y41 6.9 3.1 5.4 2.1 Y42 6.7 3.1 5.6 2.4 Y43 6.9 3.1 5.1 2.3 Y

44 5.8 2.7 5.1 1.9 Y45 6.8 3.2 5.9 2.3 Y46 6.7 3.3 5.7 2.5 Y47 6.7 3 5.2 2.3 Y48 6.3 2.5 5 1.9 Y49 6.5 3 5.2 2 Y50 6.2 3.4 5.4 2.3 Y51 5.6 2.9 3.6 1.3 Z52 6.7 3.1 4.4 1.4 Z53 5.6 3 4.5 1.5 Z54 5.8 2.7 4.1 1 Z55 6.2 2.2 4.5 1.5 Z56 5.6 2.5 3.9 1.1 Z57 5.9 3.2 4.8 1.8 Z58 6.1 2.8 4 1.3 Z59 6.3 2.5 4.9 1.5 Z60 6.1 2.8 4.7 1.2 Z61 6.4 2.9 4.3 1.3 Z62 6.6 3 4.4 1.4 Z63 6.8 2.8 4.8 1.4 Z64 6.7 3 5 1.7 Z65 6 2.9 4.5 1.5 Z66 5.7 2.6 3.5 1 Z67 5.5 2.4 3.8 1.1 Z68 5.5 2.4 3.7 1 Z69 5.8 2.7 3.9 1.2 Z70 6 2.7 5.1 1.6 Z71 5.4 3 4.5 1.5 Z72 6 3.4 4.5 1.6 Z73 6.7 3.1 4.7 1.5 Z74 6.3 2.3 4.4 1.3 Z75 5.6 3 4.1 1.3 Z

K1 6.036 2.796 4.344 1.36K2 6.632 3.032 5.488 2.02K3 5.028 3.48 1.46 0.248

Objek ke- Fitur A Fitur B Fitur B Fitur C Kelas 1 6.5 2 4.4 1.8 ?2 5.3 3.2 1.7 0.8 ?3 5.3 3.5 1.2 0.6 ?4 6.1 3.2 4.1 1.2 ?5 4.5 3.1 2,1 0.7 ?

Soal :Dengan menggunakan KNN (k=3,5) lakukan klasifikasi terhadap kelima objek di atas

JAWABAN

Objek ke- Fitur A Fitur B Fitur B Fitur C Kelas = 3 1 6.5 2 4.4 1.8 Z2 5.3 3.2 1.7 0.8 X3 5.3 3.5 1.2 0.6 X4 6.1 3.2 4.1 1.2 Z5 4.5 3.1 2,1 0.7 X

Dengan menggunakan KNN (k=3,5) lakukan klasifikasi terhadap kelima objek di atas

Kelas = 5ZXXZX



K1No Fitur A Fitur B Fitur B Fitur C Kelas Jarak Ke-1

55 6.2 2.2 4.5 1.5 Z 0.479583K = 374 6.3 2.3 4.4 1.3 Z 0.616441

59 6.3 2.5 4.9 1.5 Z 0.79372548 6.3 2.5 5 1.9 Y 0.812404

K = 528 6.2 2.8 4.8 1.8 Y 0.94339863 6.8 2.8 4.8 1.4 Z 1.02469561 6.4 2.9 4.3 1.3 Z 1.0392365 6 2.9 4.5 1.5 Z 1.07703362 6.6 3 4.4 1.4 Z 1.08166558 6.1 2.8 4 1.3 Z 1.160 6.1 2.8 4.7 1.2 Z 1.11803435 6.3 2.8 5.1 1.5 Y 1.12249770 6 2.7 5.1 1.6 Z 1.12694340 6 3 4.8 1.8 Y 1.18743464 6.7 3 5 1.7 Z 1.18743429 6.1 3 4.9 1.8 Y 1.18743452 6.7 3.1 4.4 1.4 Z 1.18743473 6.7 3.1 4.7 1.5 Z 1.19582644 5.8 2.7 5.1 1.9 Y 1.21655369 5.8 2.7 3.9 1.2 Z 1.26095249 6.5 3 5.2 2 Y 1.29614854 5.8 2.7 4.1 1 Z 1.3076756 5.6 2.5 3.9 1.1 Z 1.34164153 5.6 3 4.5 1.5 Z 1.38202747 6.7 3 5.2 2.3 Y 1.38924457 5.9 3.2 4.8 1.8 Z 1.467 5.5 2.4 3.8 1.1 Z 1.41774543 6.9 3.1 5.1 2.3 Y 1.45258436 6.1 2.6 5.6 1.4 Y 1.45602275 5.6 3 4.1 1.3 Z 1.46628830 6.4 2.8 5.6 2.1 Y 1.47648234 6.4 2.8 5.6 2.2 Y 1.5

72 6 3.4 4.5 1.6 Z 1.5033368 5.5 2.4 3.7 1 Z 1.51327571 5.4 3 4.5 1.5 Z 1.51986839 6.4 3.1 5.5 1.8 Y 1.55884666 5.7 2.6 3.5 1 Z 1.56524841 6.9 3.1 5.4 2.1 Y 1.56843951 5.6 2.9 3.6 1.3 Z 1.58429842 6.7 3.1 5.6 2.4 Y 1.74642550 6.2 3.4 5.4 2.3 Y 1.8165931 7.2 3 5.8 1.6 Y 1.86815426 6.7 3.3 5.7 2.1 Y 1.87349938 6.3 3.4 5.6 2.4 Y 1.94935946 6.7 3.3 5.7 2.5 Y 1.97737245 6.8 3.2 5.9 2.3 Y 2.00748632 7.4 2.8 6.1 1.9 Y 2.08566527 7.2 3.2 6 1.8 Y 2.11896237 7.7 3 6.1 2.3 Y 2.36220233 7.9 3.8 6.4 2 Y 3.03973724 5.1 3.3 1.7 0.5 X 3.55387121 5.4 3.4 1.7 0.2 X 3.60832419 5.7 3.8 1.7 0.3 X 3.66333225 4.8 3.4 1.9 0.2 X 3.695944

6 5.4 3.9 1.7 0.4 X 3.75110 4.9 3.1 1.5 0.1 X 3.8820111 5.4 3.7 1.5 0.2 X 3.88201

2 4.9 3 1.4 0.2 X 3.8884448 5 3.4 1.5 0.2 X 3.896152

22 5.1 3.7 1.5 0.4 X 3.90128212 4.8 3.4 1.6 0.2 X 3.90512518 5.1 3.5 1.4 0.3 X 3.931921

1 5.1 3.5 1.4 0.2 X 3.97114613 4.8 3 1.4 0.1 X 3.972405

4 4.6 3.1 1.5 0.2 X 3.97366320 5.1 3.8 1.5 0.3 X 3.982462

5 5 3.6 1.4 0.2 X 4.04598617 5.4 3.9 1.3 0.4 X 4.04845616 5.7 4.4 1.5 0.4 X 4.095119

9 4.4 2.9 1.4 0.2 X 4.096347 4.6 3.4 1.4 0.3 X 4.1012193 4.7 3.2 1.3 0.2 X 4.104875

15 5.8 4 1.2 0.2 X 4.15812514 4.3 3 1.1 0.1 X 4.42944723 4.6 3.6 1 0.2 X 4.504442

1 6.5 2 4.4 1.8 Z

JAWABAN Objek ke- Fitur A Fitur B Fitur B Fitur C1 6.5 2 4.4 1.82 5.3 3.2 1.7 0.83 5.3 3.5 1.2 0.64 6.1 3.2 4.1 1.25 4.5 3.1 2,1 0.7


Kelas = 3 Kelas = 5Z Z? ?? ?? ?? ?



K2No Fitur A Fitur B Fitur B Fitur C Kelas Jarak

24 5.1 3.3 1.7 0.5 X 0.374166K = 321 5.4 3.4 1.7 0.2 X 0.640312

18 5.1 3.5 1.4 0.3 X 0.68556522 5.1 3.7 1.5 0.4 X 0.7

K = 58 5 3.4 1.5 0.2 X 0.7280111 5.1 3.5 1.4 0.2 X 0.7615772 4.9 3 1.4 0.2 X 0.8062266 5.4 3.9 1.7 0.4 X 0.812404

12 4.8 3.4 1.6 0.2 X 0.81240411 5.4 3.7 1.5 0.2 X 0.81240420 5.1 3.8 1.5 0.3 X 0.83066225 4.8 3.4 1.9 0.2 X 0.83066210 4.9 3.1 1.5 0.1 X 0.83666

5 5 3.6 1.4 0.2 X 0.8366619 5.7 3.8 1.7 0.3 X 0.87749617 5.4 3.9 1.3 0.4 X 0.905539

7 4.6 3.4 1.4 0.3 X 0.93273813 4.8 3 1.4 0.1 X 0.932738

3 4.7 3.2 1.3 0.2 X 0.9380834 4.6 3.1 1.5 0.2 X 0.9486839 4.4 2.9 1.4 0.2 X 1.161895

15 5.8 4 1.2 0.2 X 1.22474523 4.6 3.6 1 0.2 X 1.22474516 5.7 4.4 1.5 0.4 X 1.34164114 4.3 3 1.1 0.1 X 1.37477366 5.7 2.6 3.5 1 Z 1.94935951 5.6 2.9 3.6 1.3 Z 2.00997568 5.5 2.4 3.7 1 Z 2.17255667 5.5 2.4 3.8 1.1 Z 2.27596169 5.8 2.7 3.9 1.2 Z 2.34520856 5.6 2.5 3.9 1.1 Z 2.34733975 5.6 3 4.1 1.3 Z 2.477902

54 5.8 2.7 4.1 1 Z 2.5099858 6.1 2.8 4 1.3 Z 2.51793661 6.4 2.9 4.3 1.3 Z 2.88270771 5.4 3 4.5 1.5 Z 2.89482353 5.6 3 4.5 1.5 Z 2.90860865 6 2.9 4.5 1.5 Z 2.98496272 6 3.4 4.5 1.6 Z 3.00166674 6.3 2.3 4.4 1.3 Z 3.05777762 6.6 3 4.4 1.4 Z 3.06267952 6.7 3.1 4.4 1.4 Z 3.10161260 6.1 2.8 4.7 1.2 Z 3.15594755 6.2 2.2 4.5 1.5 Z 3.18433757 5.9 3.2 4.8 1.8 Z 3.31209940 6 3 4.8 1.8 Y 3.33766473 6.7 3.1 4.7 1.5 Z 3.38526228 6.2 2.8 4.8 1.8 Y 3.4029429 6.1 3 4.9 1.8 Y 3.45253559 6.3 2.5 4.9 1.5 Z 3.49571263 6.8 2.8 4.8 1.4 Z 3.51852270 6 2.7 5.1 1.6 Z 3.59722135 6.3 2.8 5.1 1.5 Y 3.63455644 5.8 2.7 5.1 1.9 Y 3.64280148 6.3 2.5 5 1.9 Y 3.68646264 6.7 3 5 1.7 Z 3.70135149 6.5 3 5.2 2 Y 3.89486843 6.9 3.1 5.1 2.3 Y 4.04722147 6.7 3 5.2 2.3 Y 4.06201936 6.1 2.6 5.6 1.4 Y 4.07062639 6.4 3.1 5.5 1.8 Y 4.08166650 6.2 3.4 5.4 2.3 Y 4.0975641 6.9 3.1 5.4 2.1 Y 4.23674430 6.4 2.8 5.6 2.1 Y 4.27434234 6.4 2.8 5.6 2.2 Y 4.3058138 6.3 3.4 5.6 2.4 Y 4.3370526 6.7 3.3 5.7 2.1 Y 4.4339642 6.7 3.1 5.6 2.4 Y 4.44297246 6.7 3.3 5.7 2.5 Y 4.56727531 7.2 3 5.8 1.6 Y 4.59347445 6.8 3.2 5.9 2.3 Y 4.70531627 7.2 3.2 6 1.8 Y 4.80624632 7.4 2.8 6.1 1.9 Y 5.0139837 7.7 3 6.1 2.3 Y 5.23545633 7.9 3.8 6.4 2 Y 5.536244

2 5.3 3.2 1.7 0.8 X

Kelas = 3 Kelas = 5Z ZX X? ?? ?? ?




18 5.1 3.5 1.4 0.3 X 0.412311K = 322 5.1 3.7 1.5 0.4 X 0.458258

17 5.4 3.9 1.3 0.4 X 0.4690421 5.1 3.5 1.4 0.2 X 0.489898

K = 55 5 3.6 1.4 0.2 X 0.547723

11 5.4 3.7 1.5 0.2 X 0.54772320 5.1 3.8 1.5 0.3 X 0.55677624 5.1 3.3 1.7 0.5 X 0.583095

8 5 3.4 1.5 0.2 X 0.59160821 5.4 3.4 1.7 0.2 X 0.655744

6 5.4 3.9 1.7 0.4 X 0.67823312 4.8 3.4 1.6 0.2 X 0.76157719 5.7 3.8 1.7 0.3 X 0.768115

2 4.9 3 1.4 0.2 X 0.7810253 4.7 3.2 1.3 0.2 X 0.7874017 4.6 3.4 1.4 0.3 X 0.793725

10 4.9 3.1 1.5 0.1 X 0.81240415 5.8 4 1.2 0.2 X 0.81240423 4.6 3.6 1 0.2 X 0.8366613 4.8 3 1.4 0.1 X 0.888819

4 4.6 3.1 1.5 0.2 X 0.94868325 4.8 3.4 1.9 0.2 X 0.95393916 5.7 4.4 1.5 0.4 X 1.048809

9 4.4 2.9 1.4 0.2 X 1.1704714 4.3 3 1.1 0.1 X 1.22882166 5.7 2.6 3.5 1 Z 2.53377251 5.6 2.9 3.6 1.3 Z 2.58843668 5.5 2.4 3.7 1 Z 2.76767167 5.5 2.4 3.8 1.1 Z 2.87402269 5.8 2.7 3.9 1.2 Z 2.92232856 5.6 2.5 3.9 1.1 Z 2.93768675 5.6 3 4.1 1.3 Z 3.039737

54 5.8 2.7 4.1 1 Z 3.07571158 6.1 2.8 4 1.3 Z 3.07571161 6.4 2.9 4.3 1.3 Z 3.41613871 5.4 3 4.5 1.5 Z 3.45832353 5.6 3 4.5 1.5 Z 3.4698772 6 3.4 4.5 1.6 Z 3.51994365 6 2.9 4.5 1.5 Z 3.54259862 6.6 3 4.4 1.4 Z 3.58050352 6.7 3.1 4.4 1.4 Z 3.60555174 6.3 2.3 4.4 1.3 Z 3.62904960 6.1 2.8 4.7 1.2 Z 3.70675155 6.2 2.2 4.5 1.5 Z 3.76828957 5.9 3.2 4.8 1.8 Z 3.8535740 6 3 4.8 1.8 Y 3.89101573 6.7 3.1 4.7 1.5 Z 3.89615228 6.2 2.8 4.8 1.8 Y 3.96232329 6.1 3 4.9 1.8 Y 4.00249963 6.8 2.8 4.8 1.4 Z 4.04227759 6.3 2.5 4.9 1.5 Z 4.06201970 6 2.7 5.1 1.6 Z 4.16413335 6.3 2.8 5.1 1.5 Y 4.18449544 5.8 2.7 5.1 1.9 Y 4.21781964 6.7 3 5 1.7 Z 4.22610948 6.3 2.5 5 1.9 Y 4.25793449 6.5 3 5.2 2 Y 4.43283243 6.9 3.1 5.1 2.3 Y 4.56289447 6.7 3 5.2 2.3 Y 4.59347439 6.4 3.1 5.5 1.8 Y 4.61519250 6.2 3.4 5.4 2.3 Y 4.62060636 6.1 2.6 5.6 1.4 Y 4.63141441 6.9 3.1 5.4 2.1 Y 4.75499730 6.4 2.8 5.6 2.1 Y 4.82804338 6.3 3.4 5.6 2.4 Y 4.85901234 6.4 2.8 5.6 2.2 Y 4.86004126 6.7 3.3 5.7 2.1 Y 4.94974742 6.7 3.1 5.6 2.4 Y 4.97192146 6.7 3.3 5.7 2.5 Y 5.08527331 7.2 3 5.8 1.6 Y 5.1009845 6.8 3.2 5.9 2.3 Y 5.22685427 7.2 3.2 6 1.8 Y 5.30848432 7.4 2.8 6.1 1.9 Y 5.53172737 7.7 3 6.1 2.3 Y 5.73672433 7.9 3.8 6.4 2 Y 5.987487

3 5.3 3.5 1.2 0.6 X

Kelas = 3 Kelas = 5Z ZX XX X? ?? ?




58 6.1 2.8 4 1.3 Z 0.424264K = 361 6.4 2.9 4.3 1.3 Z 0.479583

75 5.6 3 4.1 1.3 Z 0.54772365 6 2.9 4.5 1.5 Z 0.591608

K = 572 6 3.4 4.5 1.6 Z 0.60827669 5.8 2.7 3.9 1.2 Z 0.61644154 5.8 2.7 4.1 1 Z 0.61644162 6.6 3 4.4 1.4 Z 0.64807452 6.7 3.1 4.4 1.4 Z 0.70710760 6.1 2.8 4.7 1.2 Z 0.7211153 5.6 3 4.5 1.5 Z 0.73484751 5.6 2.9 3.6 1.3 Z 0.77459771 5.4 3 4.5 1.5 Z 0.88317656 5.6 2.5 3.9 1.1 Z 0.88881973 6.7 3.1 4.7 1.5 Z 0.90553957 5.9 3.2 4.8 1.8 Z 0.94339840 6 3 4.8 1.8 Y 0.94868366 5.7 2.6 3.5 1 Z 0.95916674 6.3 2.3 4.4 1.3 Z 0.97467928 6.2 2.8 4.8 1.8 Y 1.0099529 6.1 3 4.9 1.8 Y 1.01980467 5.5 2.4 3.8 1.1 Z 1.04880963 6.8 2.8 4.8 1.4 Z 1.08627868 5.5 2.4 3.7 1 Z 1.09544555 6.2 2.2 4.5 1.5 Z 1.12249759 6.3 2.5 4.9 1.5 Z 1.12249735 6.3 2.8 5.1 1.5 Y 1.13578270 6 2.7 5.1 1.6 Z 1.19163864 6.7 3 5 1.7 Z 1.20830544 5.8 2.7 5.1 1.9 Y 1.35277548 6.3 2.5 5 1.9 Y 1.35277549 6.5 3 5.2 2 Y 1.431782

39 6.4 3.1 5.5 1.8 Y 1.55563536 6.1 2.6 5.6 1.4 Y 1.62788247 6.7 3 5.2 2.3 Y 1.67928643 6.9 3.1 5.1 2.3 Y 1.69115350 6.2 3.4 5.4 2.3 Y 1.71755641 6.9 3.1 5.4 2.1 Y 1.77482430 6.4 2.8 5.6 2.1 Y 1.81934134 6.4 2.8 5.6 2.2 Y 1.87082926 6.7 3.3 5.7 2.1 Y 1.93390838 6.3 3.4 5.6 2.4 Y 1.94164942 6.7 3.1 5.6 2.4 Y 2.01494431 7.2 3 5.8 1.6 Y 2.07364446 6.7 3.3 5.7 2.5 Y 2.14941945 6.8 3.2 5.9 2.3 Y 2.22261127 7.2 3.2 6 1.8 Y 2.27596132 7.4 2.8 6.1 1.9 Y 2.51793619 5.7 3.8 1.7 0.3 X 2.66270524 5.1 3.3 1.7 0.5 X 2.69443921 5.4 3.4 1.7 0.2 X 2.7

6 5.4 3.9 1.7 0.4 X 2.71661625 4.8 3.4 1.9 0.2 X 2.75136337 7.7 3 6.1 2.3 Y 2.79463811 5.4 3.7 1.5 0.2 X 2.91547622 5.1 3.7 1.5 0.4 X 2.94108820 5.1 3.8 1.5 0.3 X 2.98831112 4.8 3.4 1.6 0.2 X 2.99666516 5.7 4.4 1.5 0.4 X 3

8 5 3.4 1.5 0.2 X 3.00166618 5.1 3.5 1.4 0.3 X 3.031501

1 5.1 3.5 1.4 0.2 X 3.06267910 4.9 3.1 1.5 0.1 X 3.06920217 5.4 3.9 1.3 0.4 X 3.07571133 7.9 3.8 6.4 2 Y 3.08707

5 5 3.6 1.4 0.2 X 3.1080542 4.9 3 1.4 0.2 X 3.12574 4.6 3.1 1.5 0.2 X 3.165438

15 5.8 4 1.2 0.2 X 3.18433713 4.8 3 1.4 0.1 X 3.198437

7 4.6 3.4 1.4 0.3 X 3.2233523 4.7 3.2 1.3 0.2 X 3.2863359 4.4 2.9 1.4 0.2 X 3.357082

23 4.6 3.6 1 0.2 X 3.60832414 4.3 3 1.1 0.1 X 3.672874

4 6.1 3.2 4.1 1.2 Z

JAWABAN

Objek ke- Fitur A Fitur B Fitur B Fitur C Kelas = 3 1 6.5 2 4.4 1.8 Z2 5.3 3.2 1.7 0.8 X3 5.3 3.5 1.2 0.6 X4 6.1 3.2 4.1 1.2 Z5 4.5 3.1 2,1 0.7 ?


Kelas = 5ZXXZ?



K5No Fitur A Fitur B Fitur B Fitur C Kelas Jarak25 4.8 3.4 1.9 0.2 X 0.6855654624 5.1 3.3 1.7 0.5 X 0.77459666924 4.6 3.1 1.5 0.2 X 0.7874007874

12 4.8 3.4 1.6 0.2 X 0.82462112517 4.6 3.4 1.4 0.3 X 0.86602540389 4.4 2.9 1.4 0.2 X 0.8888194417

10 4.9 3.1 1.5 0.1 X 0.9380831522 4.9 3 1.4 0.2 X 0.95393920143 4.7 3.2 1.3 0.2 X 0.96953597158 5 3.4 1.5 0.2 X 0.9746794345

13 4.8 3 1.4 0.1 X 0.974679434518 5.1 3.5 1.4 0.3 X 1.081665382622 5.1 3.7 1.5 0.4 X 1.08166538265 5 3.6 1.4 0.2 X 1.11355287261 5.1 3.5 1.4 0.2 X 1.122497216

21 5.4 3.4 1.7 0.2 X 1.144552314220 5.1 3.8 1.5 0.3 X 1.170469991114 4.3 3 1.1 0.1 X 1.18743420876 5.4 3.9 1.7 0.4 X 1.303840481

23 4.6 3.6 1 0.2 X 1.311487704911 5.4 3.7 1.5 0.2 X 1.334166406417 5.4 3.9 1.3 0.4 X 1.47648230619 5.7 3.8 1.7 0.3 X 1.515 5.8 4 1.2 0.2 X 1.886796226416 5.7 4.4 1.5 0.4 X 1.892088792866 5.7 2.6 3.5 1 Z 1.933907960651 5.6 2.9 3.6 1.3 Z 1.964688270468 5.5 2.4 3.7 1 Z 2.034698994967 5.5 2.4 3.8 1.1 Z 2.130727575356 5.6 2.5 3.9 1.1 Z 2.22934968169 5.8 2.7 3.9 1.2 Z 2.310844001775 5.6 3 4.1 1.3 Z 2.3622023622

54 5.8 2.7 4.1 1 Z 2.437211521458 6.1 2.8 4 1.3 Z 2.572936066171 5.4 3 4.5 1.5 Z 2.687005768553 5.6 3 4.5 1.5 Z 2.760434748465 6 2.9 4.5 1.5 Z 2.947880594661 6.4 2.9 4.3 1.3 Z 2.974894956172 6 3.4 4.5 1.6 Z 2.984962311374 6.3 2.3 4.4 1.3 Z 3.087069808160 6.1 2.8 4.7 1.2 Z 3.108054053655 6.2 2.2 4.5 1.5 Z 3.178049716462 6.6 3 4.4 1.4 Z 3.193743884557 5.9 3.2 4.8 1.8 Z 3.235737937552 6.7 3.1 4.4 1.4 Z 3.258834147440 6 3 4.8 1.8 Y 3.280243893428 6.2 2.8 4.8 1.8 Y 3.388214869229 6.1 3 4.9 1.8 Y 3.408812109859 6.3 2.5 4.9 1.5 Z 3.475629439470 6 2.7 5.1 1.6 Z 3.495711658673 6.7 3.1 4.7 1.5 Z 3.498571136944 5.8 2.7 5.1 1.9 Y 3.505709628635 6.3 2.8 5.1 1.5 Y 3.601388621163 6.8 2.8 4.8 1.4 Z 3.627671429448 6.3 2.5 5 1.9 Y 3.667424164264 6.7 3 5 1.7 Z 3.776241517749 6.5 3 5.2 2 Y 3.912799509336 6.1 2.6 5.6 1.4 Y 3.943348830639 6.4 3.1 5.5 1.8 Y 4.04722126950 6.2 3.4 5.4 2.3 Y 4.053393639947 6.7 3 5.2 2.3 Y 4.125530268943 6.9 3.1 5.1 2.3 Y 4.161730409330 6.4 2.8 5.6 2.1 Y 4.232020793934 6.4 2.8 5.6 2.2 Y 4.266145801538 6.3 3.4 5.6 2.4 Y 4.297673789441 6.9 3.1 5.4 2.1 Y 4.31393092226 6.7 3.3 5.7 2.1 Y 4.449719092342 6.7 3.1 5.6 2.4 Y 4.469899327746 6.7 3.3 5.7 2.5 Y 4.591296113331 7.2 3 5.8 1.6 Y 4.66904701245 6.8 3.2 5.9 2.3 Y 4.722287581227 7.2 3.2 6 1.8 Y 4.870318264832 7.4 2.8 6.1 1.9 Y 5.093132631337 7.7 3 6.1 2.3 Y 5.367494760133 7.9 3.8 6.4 2 Y 5.67714717095 4.5 3.1 2.1 0.7 X

JAWABAN

Objek ke- Fitur A Fitur B Fitur B Fitur C1 6.5 2 4.4 1.82 5.3 3.2 1.7 0.83 5.3 3.5 1.2 0.64 6.1 3.2 4.1 1.25 4.5 3.1 2,1 0.7


K = 3

K = 5

Kelas = 3 Kelas = 5Z ZX XX XZ ZX X

No Fitur A Fitur B Fitur B Fitur C1 5.1 3.5 1.4 0.22 4.9 3 1.4 0.23 4.7 3.2 1.3 0.24 4.6 3.1 1.5 0.25 7.2 3.2 6 1.86 6.2 2.8 4.8 1.87 6.1 3 4.9 1.88 6.4 2.8 5.6 2.19 7.2 3 5.8 1.6

10 6.2 2.2 4.5 1.511 5.6 2.5 3.9 1.112 5.9 3.2 4.8 1.813 6.1 2.8 4 1.314 6.3 2.5 4.9 1.515 6.1 2.8 4.7 1.216 4.8 3.4 1.6 0.217 4.8 3 1.4 0.118 4.3 3 1.1 0.119 5.8 4 1.2 0.220 5.7 4.4 1.5 0.421 5.4 3.9 1.3 0.422 6.3 3.4 5.6 2.423 6.4 3.1 5.5 1.824 6 3 4.8 1.825 6.9 3.1 5.4 2.126 6.7 3.1 5.6 2.427 6.9 3.1 5.1 2.328 5.1 3.8 1.5 0.329 5.4 3.4 1.7 0.230 5.1 3.7 1.5 0.431 4.6 3.6 1 0.232 5.1 3.3 1.7 0.533 6.7 3.3 5.7 2.534 6.7 3 5.2 2.335 6.3 2.5 5 1.936 6.5 3 5.2 237 6.2 3.4 5.4 2.338 5.6 2.9 3.6 1.339 6.7 3.1 4.4 1.440 5.6 3 4.5 1.541 5.8 2.7 4.1 142 6.6 3 4.4 1.443 6.8 2.8 4.8 1.4

44 6.7 3 5 1.745 6 2.9 4.5 1.546 5.7 2.6 3.5 147 5.5 2.4 3.8 1.148 5.5 2.4 3.7 149 5.8 2.7 3.9 1.250 6 2.7 5.1 1.651 5.4 3 4.5 1.552 6 3.4 4.5 1.653 6.7 3.1 4.7 1.554 6.3 2.3 4.4 1.355 5.6 3 4.1 1.356 5.8 2.7 5.1 1.957 6.8 3.2 5.9 2.358 7.4 2.8 6.1 1.959 7.9 3.8 6.4 260 6.4 2.8 5.6 2.261 6.3 2.8 5.1 1.562 6.1 2.6 5.6 1.463 7.7 3 6.1 2.364 6.4 2.9 4.3 1.365 5 3.6 1.4 0.266 5.4 3.9 1.7 0.467 4.6 3.4 1.4 0.368 5 3.4 1.5 0.269 4.4 2.9 1.4 0.270 4.9 3.1 1.5 0.171 5.4 3.7 1.5 0.272 5.1 3.5 1.4 0.373 5.7 3.8 1.7 0.374 4.8 3.4 1.9 0.275 6.7 3.3 5.7 2.1

Apabila Anda akan melakukan partial klastering dengan diberikan pusat klasterC1 C2 C3 C4

K1 5.9 2.5 4 1K2 6.5 3 5.1 1.9K3 5.2 3.3 1.5 0.18

Dengan Menggunakan K-Mean, Lakukan klastering untuk data-data tersebut

No Fitur A Fitur B Fitur B Fitur C K1 K2 K310 6.2 2.2 4.5 1.5 0.68 1.25 12.952411 5.6 2.5 3.9 1.1 0.11 3.14 7.406413 6.1 2.8 4 1.3 0.22 1.77 8.564415 6.1 2.8 4.7 1.2 0.66 0.85 12.340438 5.6 2.9 3.6 1.3 0.5 3.43 5.984440 5.6 3 4.5 1.5 0.84 1.33 10.992441 5.8 2.7 4.1 1 0.06 2.39 8.152445 6 2.9 4.5 1.5 0.67 0.78 11.542446 5.7 2.6 3.5 1 0.3 4.17 5.412447 5.5 2.4 3.8 1.1 0.22 3.69 7.036448 5.5 2.4 3.7 1 0.26 4.13 6.412449 5.8 2.7 3.9 1.2 0.1 2.51 7.520451 5.4 3 4.5 1.5 1 1.73 10.872454 6.3 2.3 4.4 1.3 0.45 1.38 11.874455 5.6 3 4.1 1.3 0.44 2.17 8.264464 6.4 2.9 4.3 1.3 0.59 1.02 10.6944

5 7.2 3.2 6 1.8 6.82 1.35 26.88446 6.2 2.8 4.8 1.8 1.46 0.23 14.76447 6.1 3 4.9 1.8 1.74 0.21 15.08448 6.4 2.8 5.6 2.1 4.11 0.34 22.18649 7.2 3 5.8 1.6 5.54 1.07 24.5964

12 5.9 3.2 4.8 1.8 1.77 0.5 14.014414 6.3 2.5 4.9 1.5 1.22 0.49 15.152422 6.3 3.4 5.6 2.4 5.49 0.7 22.958423 6.4 3.1 5.5 1.8 3.5 0.19 20.104424 6 3 4.8 1.8 1.54 0.35 14.244425 6.9 3.1 5.4 2.1 4.53 0.3 21.826426 6.7 3.1 5.6 2.4 5.52 0.55 24.028427 6.9 3.1 5.1 2.3 4.26 0.33 20.384433 6.7 3.3 5.7 2.5 6.42 0.85 25.272434 6.7 3 5.2 2.3 4.02 0.21 20.524435 6.3 2.5 5 1.9 1.97 0.3 17.058436 6.5 3 5.2 2 3.05 0.02 18.782437 6.2 3.4 5.4 2.3 4.55 0.5 20.714439 6.7 3.1 4.4 1.4 1.32 0.79 12.1884

42 6.6 3 4.4 1.4 1.06 0.75 11.948443 6.8 2.8 4.8 1.4 1.7 0.47 15.188444 6.7 3 5 1.7 2.38 0.09 16.900450 6 2.7 5.1 1.6 1.62 0.43 15.976452 6 3.4 4.5 1.6 1.43 0.86 11.666453 6.7 3.1 4.7 1.5 1.74 0.37 14.272456 5.8 2.7 5.1 1.9 2.07 0.58 16.638457 6.8 3.2 5.9 2.3 6.6 0.93 26.424458 7.4 2.8 6.1 1.9 7.56 1.85 29.208459 7.9 3.8 6.4 2 12.45 4.3 34.862460 6.4 2.8 5.6 2.2 4.34 0.39 22.580461 6.3 2.8 5.1 1.5 1.71 0.24 16.162462 6.1 2.6 5.6 1.4 2.77 0.82 19.598463 7.7 3 6.1 2.3 9.59 2.6 31.994475 6.7 3.3 5.7 2.1 5.38 0.53 23.5764

1 5.1 3.5 1.4 0.2 9.04 18.79 0.06042 4.9 3 1.4 0.2 8.65 19.14 0.19043 4.7 3.2 1.3 0.2 9.86 20.61 0.30044 4.6 3.1 1.5 0.2 8.94 19.47 0.4004

16 4.8 3.4 1.6 0.2 8.42 18.19 0.180417 4.8 3 1.4 0.1 9.03 19.82 0.266418 4.3 3 1.1 0.1 12.03 24.08 1.066419 5.8 4 1.2 0.2 10.74 19.59 0.940420 5.7 4.4 1.5 0.4 10.26 17.81 1.508421 5.4 3.9 1.3 0.4 9.86 18.71 0.488428 5.1 3.8 1.5 0.3 9.07 18.12 0.274429 5.4 3.4 1.7 0.2 6.99 15.82 0.090430 5.1 3.7 1.5 0.4 8.69 17.66 0.218431 4.6 3.6 1 0.2 12.54 23.67 0.700432 5.1 3.3 1.7 0.5 6.82 15.57 0.152465 5 3.6 1.4 0.2 9.42 19.19 0.140466 5.4 3.9 1.7 0.4 7.86 15.83 0.488467 4.6 3.4 1.4 0.3 9.75 20.02 0.394468 5 3.4 1.5 0.2 8.51 18.26 0.050469 4.4 2.9 1.4 0.2 9.81 21 0.810470 4.9 3.1 1.5 0.1 8.42 18.77 0.136471 5.4 3.7 1.5 0.2 8.58 17.55 0.200472 5.1 3.5 1.4 0.3 8.89 18.46 0.074473 5.7 3.8 1.7 0.3 7.51 15.4 0.554474 4.8 3.4 1.9 0.2 7.07 16.18 0.3304

Jarak Min Cluster0.68 K10.11 K10.22 K10.66 K1

0.5 K10.84 K10.06 K10.67 K1

0.3 K10.22 K10.26 K1

0.1 K11 K1

0.45 K10.44 K10.59 K11.35 K20.23 K20.21 K20.34 K21.07 K2

0.5 K20.49 K2

0.7 K20.19 K20.35 K2

0.3 K20.55 K20.33 K20.85 K20.21 K2

0.3 K20.02 K2

0.5 K20.79 K2

0.75 K20.47 K20.09 K20.43 K20.86 K20.37 K20.58 K20.93 K21.85 K2

4.3 K20.39 K20.24 K20.82 K2

2.6 K20.53 K2

0.0604 K30.1904 K30.3004 K30.4004 K30.1804 K30.2664 K31.0664 K30.9404 K31.5084 K30.4884 K30.2744 K30.0904 K30.2184 K30.7004 K30.1524 K30.1404 K30.4884 K30.3944 K30.0504 K30.8104 K30.1364 K30.2004 K30.0744 K30.5544 K30.3304 K3

JAWABAN Cluster 1

C1 C2 C3 C4K1 5.83 2.69 4.13 1.26K2 6.57 3.02 5.29 1.89K3 5.03 3.48 1.46 0.25

No Fitur A Fitur B Fitur B Fitur C K1 K210 6.2 2.2 4.5 1.5 0.68 1.2511 5.6 2.5 3.9 1.1 0.11 3.1413 6.1 2.8 4 1.3 0.22 1.7715 6.1 2.8 4.7 1.2 0.66 0.8538 5.6 2.9 3.6 1.3 0.5 3.4340 5.6 3 4.5 1.5 0.84 1.3341 5.8 2.7 4.1 1 0.06 2.3945 6 2.9 4.5 1.5 0.67 0.7846 5.7 2.6 3.5 1 0.3 4.1747 5.5 2.4 3.8 1.1 0.22 3.6948 5.5 2.4 3.7 1 0.26 4.1349 5.8 2.7 3.9 1.2 0.1 2.5151 5.4 3 4.5 1.5 1 1.7354 6.3 2.3 4.4 1.3 0.45 1.3855 5.6 3 4.1 1.3 0.44 2.1764 6.4 2.9 4.3 1.3 0.59 1.025 7.2 3.2 6 1.8 6.82 1.356 6.2 2.8 4.8 1.8 1.46 0.237 6.1 3 4.9 1.8 1.74 0.218 6.4 2.8 5.6 2.1 4.11 0.349 7.2 3 5.8 1.6 5.54 1.07

12 5.9 3.2 4.8 1.8 1.77 0.514 6.3 2.5 4.9 1.5 1.22 0.4922 6.3 3.4 5.6 2.4 5.49 0.723 6.4 3.1 5.5 1.8 3.5 0.1924 6 3 4.8 1.8 1.54 0.3525 6.9 3.1 5.4 2.1 4.53 0.326 6.7 3.1 5.6 2.4 5.52 0.5527 6.9 3.1 5.1 2.3 4.26 0.3333 6.7 3.3 5.7 2.5 6.42 0.8534 6.7 3 5.2 2.3 4.02 0.2135 6.3 2.5 5 1.9 1.97 0.336 6.5 3 5.2 2 3.05 0.0237 6.2 3.4 5.4 2.3 4.55 0.539 6.7 3.1 4.4 1.4 1.32 0.79

42 6.6 3 4.4 1.4 1.06 0.7543 6.8 2.8 4.8 1.4 1.7 0.4744 6.7 3 5 1.7 2.38 0.0950 6 2.7 5.1 1.6 1.62 0.4352 6 3.4 4.5 1.6 1.43 0.8653 6.7 3.1 4.7 1.5 1.74 0.3756 5.8 2.7 5.1 1.9 2.07 0.5857 6.8 3.2 5.9 2.3 6.6 0.9358 7.4 2.8 6.1 1.9 7.56 1.8559 7.9 3.8 6.4 2 12.45 4.360 6.4 2.8 5.6 2.2 4.34 0.3961 6.3 2.8 5.1 1.5 1.71 0.2462 6.1 2.6 5.6 1.4 2.77 0.8263 7.7 3 6.1 2.3 9.59 2.675 6.7 3.3 5.7 2.1 5.38 0.531 5.1 3.5 1.4 0.2 9.04 18.792 4.9 3 1.4 0.2 8.65 19.143 4.7 3.2 1.3 0.2 9.86 20.614 4.6 3.1 1.5 0.2 8.94 19.47

16 4.8 3.4 1.6 0.2 8.42 18.1917 4.8 3 1.4 0.1 9.03 19.8218 4.3 3 1.1 0.1 12.03 24.0819 5.8 4 1.2 0.2 10.74 19.5920 5.7 4.4 1.5 0.4 10.26 17.8121 5.4 3.9 1.3 0.4 9.86 18.7128 5.1 3.8 1.5 0.3 9.07 18.1229 5.4 3.4 1.7 0.2 6.99 15.8230 5.1 3.7 1.5 0.4 8.69 17.6631 4.6 3.6 1 0.2 12.54 23.6732 5.1 3.3 1.7 0.5 6.82 15.5765 5 3.6 1.4 0.2 9.42 19.1966 5.4 3.9 1.7 0.4 7.86 15.8367 4.6 3.4 1.4 0.3 9.75 20.0268 5 3.4 1.5 0.2 8.51 18.2669 4.4 2.9 1.4 0.2 9.81 2170 4.9 3.1 1.5 0.1 8.42 18.7771 5.4 3.7 1.5 0.2 8.58 17.5572 5.1 3.5 1.4 0.3 8.89 18.4673 5.7 3.8 1.7 0.3 7.51 15.474 4.8 3.4 1.9 0.2 7.07 16.18

JAWABAN Cluster 2

C1 C2K1 5.92 5.33K2 6.59 3.00K3 5.03 3.48

K3 Jarak Min Cluster No Fitur A Fitur B12.9524 0.68 K1 10 6.2 2.27.4064 0.11 K1 11 5.6 2.58.5644 0.22 K1 13 6.1 2.8

12.3404 0.66 K1 15 6.1 2.85.9844 0.5 K1 38 5.6 2.9

10.9924 0.84 K1 40 5.6 38.1524 0.06 K1 41 5.8 2.7

11.5424 0.67 K1 45 6 2.95.4124 0.3 K1 46 5.7 2.67.0364 0.22 K1 47 5.5 2.46.4124 0.26 K1 48 5.5 2.47.5204 0.1 K1 49 5.8 2.7

10.8724 1 K1 51 5.4 311.8744 0.45 K1 54 6.3 2.38.2644 0.44 K1 55 5.6 3

10.6944 0.59 K1 64 6.4 2.926.8844 1.35 K2 39 6.7 3.114.7644 0.23 K2 42 6.6 315.0844 0.21 K2 52 6 3.422.1864 0.34 K2 5 7.2 3.224.5964 1.07 K2 6 6.2 2.814.0144 0.5 K2 7 6.1 315.1524 0.49 K2 8 6.4 2.822.9584 0.7 K2 9 7.2 320.1044 0.19 K2 12 5.9 3.214.2444 0.35 K2 14 6.3 2.521.8264 0.3 K2 22 6.3 3.424.0284 0.55 K2 23 6.4 3.120.3844 0.33 K2 24 6 325.2724 0.85 K2 25 6.9 3.120.5244 0.21 K2 26 6.7 3.117.0584 0.3 K2 27 6.9 3.118.7824 0.02 K2 33 6.7 3.320.7144 0.5 K2 34 6.7 312.1884 0.79 K2 35 6.3 2.5

11.9484 0.75 K2 36 6.5 315.1884 0.47 K2 37 6.2 3.416.9004 0.09 K2 43 6.8 2.815.9764 0.43 K2 44 6.7 311.6664 0.86 K2 50 6 2.714.2724 0.37 K2 53 6.7 3.116.6384 0.58 K2 56 5.8 2.726.4244 0.93 K2 57 6.8 3.229.2084 1.85 K2 58 7.4 2.834.8624 4.3 K2 59 7.9 3.822.5804 0.39 K2 60 6.4 2.816.1624 0.24 K2 61 6.3 2.819.5984 0.82 K2 62 6.1 2.631.9944 2.6 K2 63 7.7 323.5764 0.53 K2 75 6.7 3.30.0604 0.0604 K3 1 5.1 3.50.1904 0.1904 K3 2 4.9 30.3004 0.3004 K3 3 4.7 3.20.4004 0.4004 K3 4 4.6 3.10.1804 0.1804 K3 16 4.8 3.40.2664 0.2664 K3 17 4.8 31.0664 1.0664 K3 18 4.3 30.9404 0.9404 K3 19 5.8 41.5084 1.5084 K3 20 5.7 4.40.4884 0.4884 K3 21 5.4 3.90.2744 0.2744 K3 28 5.1 3.80.0904 0.0904 K3 29 5.4 3.40.2184 0.2184 K3 30 5.1 3.70.7004 0.7004 K3 31 4.6 3.60.1524 0.1524 K3 32 5.1 3.30.1404 0.1404 K3 65 5 3.60.4884 0.4884 K3 66 5.4 3.90.3944 0.3944 K3 67 4.6 3.40.0504 0.0504 K3 68 5 3.40.8104 0.8104 K3 69 4.4 2.90.1364 0.1364 K3 70 4.9 3.10.2004 0.2004 K3 71 5.4 3.70.0744 0.0744 K3 72 5.1 3.50.5544 0.5544 K3 73 5.7 3.80.3304 0.3304 K3 74 4.8 3.4

JAWABAN Cluster 2

C3 C47.20 0.585.37 1.941.46 0.25

Fitur B Fitur C K1 K2 K3 Jarak Min Cluster4.5 1.5 0.584453 1.584715 13.82109 0.584453 K13.9 1.1 0.163203 3.773538 7.967088 0.163203 K14 1.3 0.104453 2.284126 9.169888 0.104453 K1

4.7 1.2 0.420703 1.09942 13.01549 0.420703 K13.6 1.3 0.370703 4.164715 6.349888 0.370703 K14.5 1.5 0.344453 1.724715 11.36669 0.344453 K14.1 1 0.066953 2.910597 8.739488 0.066953 K14.5 1.5 0.273203 1.11942 12.09029 0.273203 K13.5 1 0.480703 4.934715 5.953088 0.480703 K13.8 1.1 0.321953 4.37942 7.590688 0.321953 K13.7 1 0.438203 4.855891 6.972288 0.438203 K13.9 1.2 0.054453 3.108244 8.064288 0.054453 K14.5 1.5 0.474453 2.154126 11.17789 0.474453 K14.4 1.3 0.458203 1.731773 12.76069 0.458203 K14.1 1.3 0.146953 2.71295 8.633888 0.146953 K14.3 1.3 0.405703 1.373538 11.39109 0.405703 K14.4 1.4 1.026953 1.055891 12.91069 1.026953 K14.4 1.4 0.790703 1.034126 12.67229 0.790703 K14.5 1.6 0.788203 1.18295 12.02069 0.788203 K16 1.8 5.958203 0.941185 27.81629 0.941185 K2

4.8 1.8 0.903203 0.434126 15.40029 0.434126 K24.9 1.8 1.065703 0.384126 15.62189 0.384126 K25.6 2.1 3.229453 0.217067 22.91429 0.217067 K25.8 1.6 4.908203 0.741185 25.61149 0.741185 K24.8 1.8 1.013203 0.734126 14.40309 0.734126 K24.9 1.5 0.923203 0.648832 15.97949 0.648832 K25.6 2.4 4.208203 0.574126 23.39509 0.574126 K25.5 1.8 2.681953 0.090597 20.75709 0.090597 K24.8 1.8 0.875703 0.576479 14.73949 0.576479 K25.4 2.1 3.658203 0.168244 22.60229 0.168244 K25.6 2.4 4.414453 0.375891 24.71069 0.375891 K25.1 2.3 3.360703 0.313538 21.10909 0.313538 K25.7 2.5 5.160703 0.632362 25.87709 0.632362 K25.2 2.3 3.104453 0.188832 21.22429 0.188832 K25 1.9 1.443203 0.425891 17.83909 0.425891 K2

5.2 2 2.258203 0.024715 19.45429 0.024715 K25.4 2.3 3.354453 0.46295 21.11429 0.46295 K24.8 1.4 1.438203 0.581185 16.08509 0.581185 K25 1.7 1.821953 0.137067 17.66589 0.137067 K2

5.1 1.6 1.099453 0.551773 16.63069 0.551773 K24.7 1.5 1.320703 0.524126 15.00509 0.524126 K25.1 1.9 1.365703 0.734715 17.18309 0.734715 K25.9 2.3 5.446953 0.623538 27.14269 0.623538 K26.1 1.9 6.806953 1.38942 30.34749 1.38942 K26.4 2 11.2582 3.618832 35.82389 3.618832 K25.6 2.2 3.408203 0.268244 23.29469 0.268244 K25.1 1.5 1.246953 0.31295 16.89749 0.31295 K25.6 1.4 2.280703 0.740009 20.39029 0.740009 K26.1 2.3 8.599453 2.09295 33.11029 2.09295 K25.7 2.1 4.325703 0.307656 24.23549 0.307656 K21.4 0.2 9.716953 20.39236 0.011488 0.011488 K31.4 0.2 9.490703 20.78942 0.252688 0.252688 K31.3 0.2 10.6182 22.31942 0.213888 0.213888 K31.5 0.2 9.671953 21.12236 0.331488 0.331488 K31.6 0.2 9.040703 19.76471 0.080288 0.080288 K31.4 0.1 9.906953 21.48295 0.307888 0.307888 K31.1 0.1 12.90695 25.92942 0.911888 0.911888 K31.2 0.2 11.3782 21.14707 0.936288 0.936288 K31.5 0.4 10.5507 19.25707 1.322688 1.322688 K31.3 0.4 10.34945 20.29413 0.363488 0.363488 K31.5 0.3 9.554453 19.6753 0.111888 0.111888 K31.7 0.2 7.675703 17.26883 0.204688 0.204688 K31.5 0.4 9.161953 19.22001 0.078288 0.078288 K31 0.2 13.2032 25.49295 0.411488 0.411488 K3

1.7 0.5 7.345703 17.07001 0.158688 0.158688 K31.4 0.2 10.0432 20.80354 0.021088 0.021088 K31.7 0.4 8.249453 17.26354 0.395488 0.395488 K31.4 0.3 10.33945 21.7006 0.195888 0.195888 K31.5 0.2 9.185703 19.84295 0.011088 0.011088 K31.4 0.2 10.61445 22.72648 0.736688 0.736688 K31.5 0.1 9.248203 20.37707 0.184288 0.184288 K31.5 0.2 9.199453 19.06354 0.190688 0.190688 K31.4 0.3 9.515703 20.06354 0.011888 0.011888 K31.7 0.3 8.034453 16.79177 0.614288 0.614288 K31.9 0.2 7.615703 17.64177 0.254288 0.254288 K3

No Fitur A Fitur B Fitur B Fitur C K1 K210 6.2 2.2 4.5 1.5 18.01844 1.74324711 5.6 2.5 3.9 1.1 19.28654 4.08937613 6.1 2.8 4 1.3 17.2031 2.56195615 6.1 2.8 4.7 1.2 13.07611 1.26969838 5.6 2.9 3.6 1.3 19.50035 4.52518240 5.6 3 4.5 1.5 13.67557 1.92260141 5.8 2.7 4.1 1 16.73187 3.20195645 6 2.9 4.5 1.5 14.05474 1.30356946 5.7 2.6 3.5 1 21.38542 5.32518247 5.5 2.4 3.8 1.1 20.60732 4.71163448 5.5 2.4 3.7 1 21.20477 5.21292449 5.8 2.7 3.9 1.2 18.21919 3.4161551 5.4 3 4.5 1.5 13.84399 2.3574454 6.3 2.3 4.4 1.3 17.69255 1.92356955 5.6 3 4.1 1.3 15.67156 2.99356964 6.4 2.9 4.3 1.3 15.07279 1.59647239 6.7 3.1 4.4 1.4 14.10068 1.25163442 6.6 3 4.4 1.4 14.41091 1.22969852 6 3.4 4.5 1.6 12.06777 1.3732475 7.2 3.2 6 1.8 9.097181 0.8284086 6.2 2.8 4.8 1.8 13.73 0.5355057 6.1 3 4.9 1.8 12.24163 0.477448 6.4 2.8 5.6 2.1 11.49648 0.1558279 7.2 3 5.8 1.6 10.0641 0.672279

12 5.9 3.2 4.8 1.8 11.78857 0.85518214 6.3 2.5 4.9 1.5 14.29396 0.74711822 6.3 3.4 5.6 2.4 9.733914 0.50808523 6.4 3.1 5.5 1.8 9.579652 0.07937624 6 3 4.8 1.8 12.68639 0.68905325 6.9 3.1 5.4 2.1 11.47848 0.13518226 6.7 3.1 5.6 2.4 11.44512 0.29034327 6.9 3.1 5.1 2.3 13.29636 0.31356933 6.7 3.3 5.7 2.5 10.65564 0.52776334 6.7 3 5.2 2.3 12.99025 0.1748635 6.3 2.5 5 1.9 14.73585 0.474537

36 6.5 3 5.2 2 11.77934 0.04098937 6.2 3.4 5.4 2.3 9.996123 0.44098943 6.8 2.8 4.8 1.4 13.6123 0.69937644 6.7 3 5 1.7 12.1327 0.20582750 6 2.7 5.1 1.6 12.37656 0.62260153 6.7 3.1 4.7 1.5 12.68213 0.66195656 5.8 2.7 5.1 1.9 13.08431 0.7861557 6.8 3.2 5.9 2.3 9.950124 0.49679558 7.4 2.8 6.1 1.9 11.53538 1.2348659 7.9 3.8 6.4 2 8.905607 3.42163460 6.4 2.8 5.6 2.2 11.80959 0.1987361 6.3 2.8 5.1 1.5 11.8048 0.38679562 6.1 2.6 5.6 1.4 10.71938 0.73905363 7.7 3 6.1 2.3 12.75315 1.90292475 6.7 3.3 5.7 2.1 9.283207 0.236151 5.1 3.5 1.4 0.2 37.84329 21.238732 4.9 3 1.4 0.2 40.2918 21.62683 4.7 3.2 1.3 0.2 41.01874 23.184544 4.6 3.1 1.5 0.2 39.38786 21.95421

16 4.8 3.4 1.6 0.2 36.52083 20.5832517 4.8 3 1.4 0.1 40.5929 22.3313118 4.3 3 1.1 0.1 45.53561 26.8409919 5.8 4 1.2 0.2 37.96484 22.0219620 5.7 4.4 1.5 0.4 33.46954 20.0800221 5.4 3.9 1.3 0.4 37.19336 21.1438928 5.1 3.8 1.5 0.3 35.61779 20.505529 5.4 3.4 1.7 0.2 34.42501 18.0545430 5.1 3.7 1.5 0.4 35.88692 20.0390531 4.6 3.6 1 0.2 43.36054 26.4219632 5.1 3.3 1.7 0.5 35.08299 17.8361565 5 3.6 1.4 0.2 37.66148 21.655566 5.4 3.9 1.7 0.4 32.63115 18.0471267 4.6 3.4 1.4 0.3 39.22347 22.5493868 5 3.4 1.5 0.2 37.24296 20.672669 4.4 2.9 1.4 0.2 42.03887 23.5745470 4.9 3.1 1.5 0.1 38.77212 21.2090571 5.4 3.7 1.5 0.2 35.59807 19.8909972 5.1 3.5 1.4 0.3 37.7764 20.9016373 5.7 3.8 1.7 0.3 32.75142 17.572674 4.8 3.4 1.9 0.2 33.24917 18.41067

K3 Jarak Min Cluster13.82109 1.743247 K27.967088 4.089376 K29.169888 2.561956 K213.01549 1.269698 K26.349888 4.525182 K211.36669 1.922601 K28.739488 3.201956 K212.09029 1.303569 K25.953088 5.325182 K27.590688 4.711634 K26.972288 5.212924 K28.064288 3.41615 K211.17789 2.35744 K212.76069 1.923569 K28.633888 2.993569 K211.39109 1.596472 K212.91069 1.251634 K212.67229 1.229698 K212.02069 1.373247 K227.81629 0.828408 K215.40029 0.535505 K215.62189 0.47744 K222.91429 0.155827 K225.61149 0.672279 K214.40309 0.855182 K215.97949 0.747118 K223.39509 0.508085 K220.75709 0.079376 K214.73949 0.689053 K222.60229 0.135182 K224.71069 0.290343 K221.10909 0.313569 K225.87709 0.527763 K221.22429 0.17486 K217.83909 0.474537 K2

19.45429 0.040989 K221.11429 0.440989 K216.08509 0.699376 K217.66589 0.205827 K216.63069 0.622601 K215.00509 0.661956 K217.18309 0.78615 K227.14269 0.496795 K230.34749 1.23486 K235.82389 3.421634 K223.29469 0.19873 K216.89749 0.386795 K220.39029 0.739053 K233.11029 1.902924 K224.23549 0.23615 K20.011488 0.011488 K30.252688 0.252688 K30.213888 0.213888 K30.331488 0.331488 K30.080288 0.080288 K30.307888 0.307888 K30.911888 0.911888 K30.936288 0.936288 K31.322688 1.322688 K30.363488 0.363488 K30.111888 0.111888 K30.204688 0.204688 K30.078288 0.078288 K30.411488 0.411488 K30.158688 0.158688 K30.021088 0.021088 K30.395488 0.395488 K30.195888 0.195888 K30.011088 0.011088 K30.736688 0.736688 K30.184288 0.184288 K30.190688 0.190688 K30.011888 0.011888 K30.614288 0.614288 K30.254288 0.254288 K3

latihan knn

Documents