ZBIORU SEKWENCJI UCZĄCYCH MODELOWANIE WIEDZY DLA INŻYNIERII WIEDZY METODY

(1)

METODY

INŻYNIERII WIEDZY

KNOWLEDGE ENGINEERING AND DATA MINING

Adrian Horzyk

Akademia Górniczo-Hutnicza

Wydział Elektrotechniki, Automatyki, Informatyki i Inżynierii Biomedycznej Katedra Automatyki i Inżynierii Biomedycznej, Laboratorium Biocybernetyki

30-059 Kraków, al. Mickiewicza 30, paw. C3/205 horzyk@agh.edu.pl, Google: Adrian Horzyk

MODELOWANIE WIEDZY DLA

ZBIORU SEKWENCJI UCZĄCYCH

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MONKEY

”I have a monkey . My monkey is very small.

It is very lovely. It likes to sit on my head.

It can jump very quickly. It is also very clever.

It learns quickly. My monkey is lovely.

I have also a small dog.”

to przykład zbioru faktów

opisujących małpkę:

QUESTION: What is this monkey like?

(3)

1x

TRAINING SEQUENCES

I HAVE

S1 A MONKEY

1x

IS VERY

S2 MY MONKEY SMALL

1x

IS VERY

S3 IT LOVELY

1x

HEAD S4 IT LIKES TO SIT ON MY

1x

QUICKLY S5 IT CAN JUMP VERY

1x

IS VERY

S6 IT ALSO CLEVER

1x

S7 IT LEARNS QUICKLY

1x

IS

S8 MY MONKEY LOVELY 1x

I HAVE

S9 ALSO A SMALL DOG

CONSTRUCTION OF

ASSOCIATIVE NEURAL GRAPH

ANAKG-3

KONSTRUKCJA ASOCJACYJNEGO

GRAFU

NEURONOWEGO DLA ZBIORU

SEKWENCJI

UCZĄCYCH:

(4)

ASOCJACYJNY GRAF NEURONOWY MONKEY

(5)

ASSOCIATIVE NEURAL GRAPH ANAKG-2 przygotowany na zewnętrzną stymulację

ANAKG

( 2 )I

HAVE( 2 )

A ( 2 )

MONKEY ( 3 )

( 3 )MY

IS ( 4 )

VERY( 4 )

SMALL ( 2 )

LOVELY ( 2 ) LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2

w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG

( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

(6)

ASSOCIATIVE NEURAL GRAPH ANAKG-2 Neuron MONKEY jest pobudzany.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY ( 3 )

( 3 )MY

( 4 )IS

VERY( 4 )

SMALL ( 2 )

LOVELY ( 2 ) LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=0

(7)

ASSOCIATIVE NEURAL GRAPH ANAKG-2 Neuron MONKEY zostaje pobudzony.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= 1.00

( 3 )MY

( 4 )IS

VERY( 4 )

SMALL ( 2 )

LOVELY ( 2 ) LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) w= 0.67^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=15

(8)

ASSOCIATIVE NEURAL GRAPH ANAKG-2 Neuron MONKEY pobudza synapsy.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= AR

( 3 )MY

( 4 )IS

VERY( 4)

SMALL ( 2 )

LOVELY ( 2 ) LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=16

(9)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neuron MONKEY pobudził powiązane neurony.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -1.00

( 3 )MY

X= 0,86IS

X= 0.39VERY

SMALL X= 0.26

LOVELY X= 0.39 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39 DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=17

^{d = 0.31}

w= 0.26

(10)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neuron MONKEY jest pobudzany po raz drugi.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= 1.00

( 3 )MY

X= 0.68IS

X= 0.21VERY

SMALL X= 0.08

LOVELY X= 0.21 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=35

(11)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neuron MONKEY pobudza ponownie synapsy.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= AR

( 3 )MY

X= 0.67IS

X= 0.20VERY

SMALL X= 0.07

LOVELY X= 0.20 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39 DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=36

^{d = 0.31}

w= 0.26

(12)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neuron MONKEY po raz drugi pobudza neurony.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -1.00

( 3 )MY

X= 1.52IS

X= 0.58VERY

SMALL X= 0.32

LOVELY X= 0.58 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=37

(13)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Na skutek tego neuron IS zostaje aktywowany.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.91

( 3 )MY

X= 1.00IS

X= 0.49VERY

SMALL X= 0.23

LOVELY X= 0.49 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=46

(14)

ASSOCIATIVE NEURAL GRAPH ANAKG-2 Neuron IS pobudza kolejne synapsy.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.90

( 3 )MY

X= ARIS

X= 0.48VERY

SMALL X= 0.22

LOVELY X= 0.48 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

ALSO( 2 )

CLEVER ( 1 )

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=47

(15)

ASSOCIATIVE NEURAL GRAPH ANAKG-2 Neuron IS pobudził powiązane neurony.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.89

( 3 )MY

X= -1.00IS

X= 1.34VERY

SMALL X= 0.59

LOVELY X= 1.21 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.57ALSO

CLEVER X= 0.57

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=48

(16)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neuron VERY zostaje aktywowany w wyniku pobudzeń.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.78

( 3 )MY

X= -0.89IS

X= 1.00VERY

SMALL X= 0.48

LOVELY X= 0.97 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.46ALSO

CLEVER X= 0.46

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=59

(17)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Następnie neuron LOVELY jest aktywowany.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.77

( 3 )MY

X= -0.88IS

X= ARVERY

SMALL X= 0.47

LOVELY X= 1.00 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.45ALSO

CLEVER X= 0.45

LEARNS ( 1 )

QUICKLY ( 2 ) ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=60

(18)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neuron VERY pobudza połączone z nim neurony.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.76

( 3 )MY

X= -0.87IS

X= -1.00VERY

SMALL X= 1.03

LOVELY X= AR LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.44ALSO

CLEVER X= 1.01

LEARNS ( 1 )

QUICKLY X= 0.57 ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=61

(19)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neurony SMALL i CLEVER zostają aktywowane.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.62

( 3 )MY

X= -0.73IS

X= -0.86VERY

SMALL X= 1.00

LOVELY X= -0,87 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.30ALSO

CLEVER X= 1.00

LEARNS ( 1 )

QUICKLY X= 0.43 ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=75

(20)

ASSOCIATIVE NEURAL GRAPH ANAKG-2 Neuron SMALL pobudza kolejne synapsy.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.61

( 3 )MY

X= -0.72IS

X= -0.85VERY

SMALL X= AR

LOVELY X= -0,86 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.29ALSO

CLEVER X= AR

LEARNS ( 1 )

QUICKLY X= 0.42 ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

DOG( 1 ) ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=76

(21)

ASSOCIATIVE NEURAL GRAPH ANAKG-2

Neuron SMALL pobudza kolejne neurony.

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.60

( 3 )MY

X= -0.71IS

X= -0.84VERY

SMALL X=-1.00

LOVELY X= -0,85 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.28ALSO

CLEVER X= -1.00

LEARNS ( 1 )

QUICKLY X= 0.41 ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

X= 0.67DOG ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=77

(22)

Pobudzenia nie powodują już kolejnych

aktywacji, więc wszystkie neurony stopniowo powracają do stanu spoczynku (resting state).

ANAKG

( 2 )I

HAVE( 2 )

( 2 )A

MONKEY X= -0.38

( 3 )MY

X= -0.49IS

X= -0.62VERY

SMALL X=-0.78

LOVELY X= -0,63 LIKES

( 1 )

( 1 )TO

( 1 )SIT

( 1 )ON

HEAD( 1 )

X= 0.06ALSO

CLEVER X= -0.78

LEARNS ( 1 )

QUICKLY X= 0.19 ( 5 )IT

d = 1 w= 1

CAN( 1 )

JUMP( 1 ) d = 1

w= 1

d = 1 w= 1

d = 1 w= 0.6

d = 0.84 w= 0.59

d = 0.53 w= 0.42

d = 2 w= 1

d = 1.53 w= 0.87

d = 1 w= 0.67

d = 2 w= 0.86 d = 0.31

w= 0.27 d = 0.53 w= 0.53

d = 0.53 w= 0.53 d = 0.53

w= 0.53

d = 0.53 w= 0.53

d = 0.31 w= 0.31 d = 0.31

w= 0.31 d = 0.31 w= 0.31

d = 0.73 w= 0.46

d = 1 w= 0.56

d = 2 w= 0.77

d = 1 w= 1

d = 2.53 w= 0.87 d = 1

w= 0.57 d = 2 w= 0.86

d = 1 w= 1

d = 1 w= 0.57 d = 1

w= 0.67

d = 1

w= 0.57 d = 1 w= 0.57

d = 1 w= 0.57 d = 1.07

w= 0.62

d = 0.31 w= 0.26 d = 0.19 w= 0.17

d = 0.53 w= 0.38

d = 0.53 w= 0.39

d = 0.31

w= 0.26 d = 1.68

w= 0.74 d = 0.31 w= 0.25 d = 1.15

w= 0.6 d = 0.53

w= 0.37

d = 1 w= 0.56 d = 0.31

w= 0.25

d = 0.53 w= 0.37

d = 0.53 w= 0.53

d = 0.31 w= 0.31

d = 0.53 w= 0.53 d = 0.53

w= 0.37

d = 0.19 w= 0.17 d = 0.31

w= 0.25 d = 0.19

w= 0.19

d = 0.19 w= 0.19

d = 0.19 w= 0.17

d = 0.53 w= 0.42

d = 0.53 w= 0.39

d = 0.31 w= 0.26

X= 0.45DOG ^{w= 0.67}^{d = 1}

d = 1 w= 0.67 d = 1

w= 0.67

d = 1 w= 0.67

d = 0.19 w= 0.18 d = 0.53 w= 0.42

d = 0.53 w= 0.42

d = 0.31 w= 0.27

d = 0.53 w= 0.42 d = 0.31

w= 0.27 d = 0.19 w= 0.18 d = 0.13

w= 0.11 d = 0.09

w= 0.08

d = 0.13 w= 0.13

d = 0.13 w= 0.12

t=99

(23)

ASOCJACYJNY GRAF NEURONOWY udzielił więc następującej odpowiedzi:

t

Całkowicie się z tym zgadzam!

MONKEY

35 IS

46 VERY

59 LOVELY

60 SMALL

75 CLEVER

76 Dzięki wiedzy o małpce uformowanej

w asocjacyjnym grafie neuronowym

możliwe stało się uzyskanie odpowiedzi!

(24)

I HAVE

S1 A MONKEY

S1

I 1

ANAKG-3

(25)

I HAVE

S1 A MONKEY

S1

I 1

HAVE 1

100 ANAKG-3

MIARA SKUTECZNOŚCI SYNAPTYCZNEJ WAGA SYNAPTYCZNA

PRÓG AKTYWACJI

NEURONU

(26)

I HAVE

S1 A MONKEY

S1

I 1

HAVE 1

A 1

100

68

100 ANAKG-3

SYNAPTIC WEIGHT (CONDUCTANCE)

SYNAPTIC EFFICIENCY

(27)

I HAVE

S1 A MONKEY

S1

I 1

HAVE 1

A 1

MONKEY

1

100 68 68

100 100

ANAKG-3

48

(28)

IS VERY

S2 MY MONKEY SMALL

S2

I 1

HAVE 1

A 1

MONKEY

1 MY 1

100 68 68

100 100

ANAKG-3

48

(29)

IS VERY

S2 MY MONKEY SMALL

S2

I 1

HAVE 1

A 1

MONKEY

2 MY 1

100 68 68

100 100

100 ANAKG-3

48 AGGREGATION OF REPRESENTATION

NEURONOWA AGREGACJA

REPREZENTACJI OBIEKTÓW

(30)

IS VERY

S2 MY MONKEY SMALL

S2

I 1

HAVE 1

A 1

MONKEY

2 MY 1

IS 1

100 68 68

100 100

100 68

67 ANAKG-3

48

(31)

IS VERY

S2 MY MONKEY SMALL

S2

I 1

HAVE 1

A 1

MONKEY

2 MY 1

IS 1

VERY 1

100 68 68

100 100

100 68

51

48

100

67 ANAKG-3

48

(32)

IS VERY

S2 MY MONKEY SMALL

S2

I 1

HAVE 1

A 1

MONKEY

2 MY 1

SMALL 1

IS 1

VERY 1

100 68 68

100 100

100

68

51 35 48

100

67

38 ANAKG-3

48

(33)

IS VERY

S3 IT LOVELY

S3

I 1

HAVE 1

A 1

MONKEY

2 MY 1

SMALL 1

IS 1

VERY 1

IT 1

100 68 68

67 100 100

100

51

68

51 35 48

100

67

38 ANAKG-3

39

(34)

IS VERY

S3 IT LOVELY

S3

I 1

HAVE 1

A 1

MONKEY

2 MY 1

SMALL 1

IS 2

VERY 1

IT 1

100 68 68

67 100 100

100

51

68

51 35 48

100

67

38 ANAKG-3

39

(35)