미니탭을 이용한 클러스터링 - ?· s ft computing @ yonsei univ . korea 16 미니탭에서…

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- 1

S FT COMPUTING @ YONSEI UNIV . KOREA 16

Wine

Iris

BostonHousing

1

S FT COMPUTING @ YONSEI UNIV . KOREA 16

()

K-

(K)

2

S FT COMPUTING @ YONSEI UNIV . KOREA 16

()

Euclid : ( )

Pearson :

Manhattan :

Euclid : Euclid

Pearson : Pearson

3

S FT COMPUTING @ YONSEI UNIV . KOREA 16

:

:

:

:

:

( : )

4

S FT COMPUTING @ YONSEI UNIV . KOREA 16

()

McQuitty :

Ward :

5

S FT COMPUTING @ YONSEI UNIV . KOREA 16

Wine

6

S FT COMPUTING @ YONSEI UNIV . KOREA 16

Wine

13

Alcohol :

Malic Acid :

Ash :

Alkalinity of ash :

Magnesium :

Total phenols :

Flavanoids :

Nonflavanoid phenols

Proanthocyanins :

Color intensity :

Hue :

OD280/OD315 of diluted wines

Proline :

7

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1. Wine 2 . ( : )

2. 1 Wine 2 .

3. K- 2 .

4. 3 .

5. .

8

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1 ()

Wine

[]->[ ] Wine.xls

[]->[ ]->[ ]

9

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1 ()

2

:

C15, C16

10

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1

1(PC1) C15 2(PC2) C16

11

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

2 ()

[]->[]

X, Y PCA

12

Wine

1 2

S FT COMPUTING @ YONSEI UNIV . KOREA 16

2

PC1 PC2

2~3

13

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

3 ()

[]->[ ]->[K- ]

2 ,

c17

14

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

3 ()

C15

15

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

3 ()

[]->[]

16

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

3

[] C17

17

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

4 ()

[]->[ ]->[ ]

, , 4

18

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

4 ()

3

19

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

5 ()

[]->[]

20

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

5 ()

C18-C30

21

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

5 ()

: []->[ ]

22

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

5 ()

, , Cluster

23

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

5

e.g. 1 2 15

24

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

.

Euclid, Manhattan, Pearson, Euclid , Pearson

25

Wine

S FT COMPUTING @ YONSEI UNIV . KOREA 16

Iris

26

S FT COMPUTING @ YONSEI UNIV . KOREA 16

Iris

3 (Setosa, Versicolour, Virginica)

Sepal length (cm ) :

Sepal width (cm ) :

Petal length (cm ) :

Petal width (cm ) :

Species : (setosa / versicolor / virginica)

27

Iris

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1. Iris . ( )

2. K- .

28

Iris

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1

1. Iris . ( )

29

Iris

S FT COMPUTING @ YONSEI UNIV . KOREA 16

2

2. K- .

30

Iris

S FT COMPUTING @ YONSEI UNIV . KOREA 16

BostonHousing

31

S FT COMPUTING @ YONSEI UNIV . KOREA 16

BostonHousing

CRIM : (town) 1

ZN : 25,000

INDUS :

CHAS : ( 1, 0)

NOX : 10ppm

RM : 1

AGE : 1940

DIS : 5

RAD :

TAX : 10,000

PTRATIO : /

B : 1000(Bk-0.63)^2 (Bk )

LSTAT : (%)

MEDV : () ( : $1,000)

32

BostonHousing

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1. BostonHousing RM MEDV .

2. K- RM MEDV .

3. 2 .

4. Manhattan Pearson 4 .

33

BostonHousing

S FT COMPUTING @ YONSEI UNIV . KOREA 16

1

1. BostonHousing RM MEDV .

34

BostonHousing

S FT COMPUTING @ YONSEI UNIV . KOREA 16

2

2. K- RM MEDV .

35

BostonHousing

S FT COMPUTING @ YONSEI UNIV . KOREA 16

3

3. 2 .

36

BostonHousing

S FT COMPUTING @ YONSEI UNIV . KOREA 16

4

4. 4 .

37

BostonHousing

Manhattan Pearson