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ИНТЕЛЛЕКТУАЛЬНЫЕ ИНФОРМАЦИОННЫЕ СИСТЕМЫ

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9

i = 1, . . . , m, j = 1, . . . , n, m × n) / " "% 0 0 < " *

% " % " "

 

 

 

 

1 1%" / X = {x1, x2}, Y = {y1, y2, y3}) " A = x1/1, x2/0.6

) P

R

* " "

 

 

 

 

y1 y2 y3

 

 

 

 

R = x2 1.0 0.5 0 !

 

 

 

x1 0.1 0.7 0.4

 

 

 

 

M % * " µB(y) " B = A ◦ R 0' " " " %<;

 

µB(y1) = max{min(1, 0.1), min(0.6,

1)}

= 0.6;

 

 

µB(y2) = max{min(1, 0.7), min(0.6,

0.5)}

= 0.7;

 

 

µB(y3) = max{min(1, 0.4), min(0.6,

0)}

= 0.4.

 

 

G ; +0 @ * * ' & P R1 X × Y R2 Y × Z / ' P X × Z 1%" / R1 " / ' P

X × Y ) R2 R ' P Y × Z =hX• ]nb> * R1 ◦ R2 " 0

 

max min µ

R1

(x, y), µ

R2

(y, z) ,

 

 

= 9>

µR1◦R2 (x, z) = y Y

 

 

 

 

 

 

 

x X, y Y, z Z.

 

J0' " * ' & P " 0& " X, Y Z ' 0

' " < * =p" * " %q>)

/ " "% 0 0

< " * % " % " "

 

 

1 1%" / X = {x1, x2},

Y = {y1, y2, y3}, Z = {z1, z2, z3, z4} @ P R1 X × Y

R2

Y × Z 0 " %<; *

 

 

 

 

 

 

 

 

 

 

 

y1

y2

y3

 

 

 

 

 

z1

z2 z3

z4

 

 

,

2 = y2

 

0.3

0.6 0

0.9 .

 

 

1 = x1 0.1 0.7 0.4

 

R

 

 

 

 

!

R

 

y1

0.9

0 1.0

0.2

 

x2 1.0 0.5 0

 

 

y3

 

0.1

1.0 0

0.5

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

 

M ' P R = R1 ◦ R2 X × Z 0 " " %<; *

R = x2

z1

z2

z3

z4

0.9

0.5

1.0

0.5 !.

x1

0.3

0.6

0.1

0.7

1 " * " 0" ) " 0 "' ) ' ' P R1 % Q

x X, y Y P R2 % Q y Y, z Z

%) ' Q 0

x z " 0 % " = " ' Q 0 y

Y > 0 P

. * ? P " " '

1 " * < "" 0P 1%" / R1 R P p & q) R2 R P p % " q) xR1y ' p Q x & yq) yR2z ' p Q y

% " = " > Q zq

I "" % ? xi X zj Z % "' /) ' Q zj " 0"

xi " / ? … , " " / ? " % )

" Q Z % 0 Q Y = * R2> 1 ? % ""' /)

9

 

" " /< zj

Q xi P/ " ' Q 0 Y ) %' 0

" & " xi + Q yk Y = * R1> " / Q zj

Q yk 1 * % % "' 0 =]X• ]nb> * R1 ◦ R2

"

F " 0 ' ' " 0 < %< / ' " 0& &

' & " ) &) ' ? " 0 " " 0) ' 0

% U ) V J " & " " ' " pj" ) q) 0& "00 0 < " ' M 0 ""% " " " " ' / " " 0 0 ) " / " 0 0 = ) ' >)

/ P " " /< "

" CDEFG HDIJIG

, 0 ]cflZ |cb[bZ 0'

A → B, A B,

A, B, A → B R / " 0 % 0

." / % " % pj" ) q) P 0 ]cflZ |cb[bZ " %<;

/

L % x 3 1 y )

L % x

F " y B

"/ x y R Q ) A) B R ' " ""% X Y "

" - " " %<; 0 1 = 0 ]cflZ |cb[bZ 0' >

L % " " " ) " " L % ? " "

F " ? " "

J ? Q R ? " ) A R " 0 * ) B R " 0 %"

@ ; " %' ) "0 < " ' ) 0

O @ ;%< "& % ? 0 " / " %<;

L % x A, y B.

 

L % x A .

= >

F " y B ,

 

x y R Q ) A, A , B, B R ' ' & " " ""%

X, X, Y Y " " F %<; <" % 0

1 = 0 ]cflZ |cb[bZ ' >

L % " " " ) " " L % ? " ' / "

F " ? " ' / "

' 0 0 / "" ; ]cflZ |cb[bZ "

/ ) 0 %' 0' 0 ]cflZ |cb[bZ A = A B = B

 

9

@ P ; & ) 0 O ) %' ' & " "

I "" '

U x A, y B,

A X B Y R ' " ) 0 " % * "

µA : X → [0, 1] µB : Y → [0, 1] " " 1 0 ' &

U + 2 + , +.

U 2 .

? " ) 0 ) # ;

"0 <' 1 ? % ? "" / ' P R " "0 X " <' Y 1

"0 / ? P R = A → B

F%; " % " / " " " % * " ' P A → B 1 " " 0& " "

µA→B

(x, y) = max min

µA(x), µB(y)

, 1 − µA(x) ;

= >

 

 

 

 

 

 

 

= >

µA→B(x, y) = min 1, 1 − µA(x) + µB(y) ;

 

µ

(x, y) = min µ

A

(x), µ

(y) .

 

= >

A→B

 

 

B

 

 

 

F P = > = > 0 0 O ) % % = > " /

j -

, ' " " B ; ]cflZ |cb[bZ = > %' " "0 A

=]X• ]nb> *

A ◦ (A → B)

' " A ' P A → B) %'

= > = >

I "" % % = > M ' " " B " " %<;

max min µ

 

(x), µ

(x, y)

=

 

 

 

µB (y) = µA (x) µA→B(x, y) = x X

 

A

A→B

 

 

 

 

 

= >

= max

 

 

max min µ

A

(x), µ (x), µ (y) .

 

x X min µA (x), min µA(x), µB(y) = x X

 

A

B

 

 

1 " ? 0 " / "/ % = >) <; =]X• ]nb> * < ' " P

j" % / 0 0 / " ' )

? )

" 0" %'P " <; " B )

" / /"

* ) 0 " ) ) / % / 0 p*

" q " B

 

yj µj

 

y =

j j µj

, µj = µB (yj ).

 

 

 

I "" ' " 0 " %' "& 0 0 1%" / "0 x = x0)

" " ' " A ) ' Q x J

9

? " %' 0 = > " " B ' / % ; " " / ) ? x0

/ " / ' " " % * "

µ0(x) = 1, x = x0,0, x = x0.

1 " µ0(x) " µA (x) = > @' ) ' ? " %' " % x X = >

" /" / x = x0 @ "< %' ' /

µB (y) = min A(x0), µB(y)} . = >

) " & ) 0 /

* < ' 0 B , " 9

" ' " <" * 0

" %' ' "0 x = x0

1.0

1.0

m (y)

 

m (x)

 

B

 

A

 

 

mA(xo )

(y)

 

m

 

B

 

 

x

y

 

xo

 

I " 9 .

-0 "" ' " 0 " %' 0 % ' % % @

" / " / ' & " %<;

1 : U x A1) y B1)

k : U x Ak ) y Bk

1%" / " 0 "0 ' ) x = x0 0 " 0 ? " %' … 1 * / 0 "/ " ) ' "0 1, 2, . . . , k )

) " " /< "

m " ' " 0 0 R ' " Bm) "0 % *

" µBm(y), m = 1, . . . , k I % / %<; P B ' % / 6 #

" & ' " 0& P ) B = "k =1 Bm ) & % * " " / %

m

= >)

µB (y) = max µB1 (y), . . . , µBk(y) = max min [µA1 (x0), µB1 (y)] , . . . min [µAk (x0), µBk(y)] .

@ * < Q ' & " Bm 0 < + ' " 0& 0 . <" *

* 0 %& "

" CDEFG KDLLJIG

, 0 ]cflZ Ycee[bZ 0'

A → B, B A.

" %' " ]cflZ |cb[bZ) P ? " %<;

L % x 3 1 y )

 

 

 

 

99

1.0

1.0

 

 

m (y)

 

 

 

 

 

 

 

 

B1

m (x)

m (xo )

 

 

 

A1

A1

m

(y)

 

 

 

B1

 

x

 

 

 

y

xo

 

 

 

 

1.0

1.0

 

m (y)

m (x)

 

 

 

 

B2

 

A2

 

 

 

 

 

m (xo )

 

y

 

 

A2

 

m ( )

 

x

 

 

B2

y

 

 

 

xo

1.0

 

 

 

 

m (y)=max{mB

(y), mB (y)}

 

 

 

 

B

1

2

y

I " 5

L % y B

F " x A

- " " %<; 0 1 = 0 ]cflZ Ycee[bZ 0' >

L % " " " ) " " L % ? " "

F " ? " "

@ ; " %' ) "0 < " ' ) 0

O " @ ;%< "& % ? 0 " / " %<;

L % x A, y B.

 

L % y B .

= >

F " x A ,

 

x y R Q ) A, A , B, B R ' ' & " " ""%

X, X, Y Y " " 0 % 0 / ; 0 ]cflZ Ycee[bZ

F %<; <" %

0

1 = 0 ]cflZ Ycee[bZ ' >

L % " " " )

" "

L % ? " ' / "

F " ? " ' / "

+ ' ; % ]cflZ |cb[bZ) " " A %' " % / =]X• ]nb> * " " %<; P A → B ' " B = '

9

* ‘>

A = (A → B) ◦ B .

"/ ? % & % * " 0 " ' %)

? "/ " %' 0 ; % % ]cflZ |cb[bZ

2 ! ! x ! " # ! & 6 ' 6 ) & /0 - A 1 & ) /0 -A 1 > & A

µA (x) = 1 − µA (x)

" "

I "" ; % '% ' 0 ) " 0" %< ' 0

' % ]cflZ |cb[bZ 1%" / ' 0 % " / 0 " "0 X = {x1, . . . , xm} " " Y = {y1, . . . , yn} %< " " %<; X R ? " " & 0& ' )

Y R " " & 0& " ) & 0& ""

" -% ' xi " yj "%; " % ' P R) * R = (rij ) = "/) ) ' P *0 ? P " / % "

% > J ' rij [0, 1] ' " / " 0 (xi, yj ) ' %

P < R ) % " ) " / % " ) ' ' xi 0 0 " yj - * R 0 / %' " ? " * =" " 9 >

' " 0 & " / % ' % " % "

B = y1/b1, y2/b2, . . . , yn/bn ,

βj = µB (yj ),

" = ' > '

 

A = x1/a1, x2/a2, . . . , xm/am ,

αi = µA (xi),

0 P & ? " 0

F / % B A " =]X• ]nb> * B = A ◦ R P =]X• ]nb>

* < & % * "

max min

µ

A

(x ), µ

R

x

, y ) ,

j = 1, . . . , n

 

µB (yj ) = i=1,..., m

 

i

i

j }

 

) %' 0 ) ' µB (yj ) = βj , µA (xi ) = ai, µR xi, yj ) = rij

 

 

max

 

 

 

 

j = 1, . . . , n.

= >

bj = i=1,..., m min ai, rij

 

 

 

 

' "%; " % ) ' ' 0' " bj 0& ai @ ) ' " " % = >) ; ) / P " / " 0& ai F%; " %< ' 0 & 0 < P ? " % * F % /) '" & 0 ? 0 0 " " 0 = >

J0P 0 " 0 P/ ; & 0 " " " 0 ) " / %<; & ' %<

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* 0& % /

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' "% " ? " " " 0 %' ? " 0& " " = F>

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