1. 2007/05/19 1
— —
Hilofumi Yamamoto
May 19th 2007

2. 2007/05/19 2
•
•
•
• ...
( , 1996)

3. 2007/05/19 3
octpus

4. 2007/05/19 4
-
octpus

5. 2007/05/19 5
-
octpus

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-
octpus
(Crystal, 1984: 18)
(Stubb, 2001: 198)
(intertextuality)

7. 2007/05/19 7
• favorable/unfavorable, bright/dark, .... (Osgood)
SD
• Quillian)
• Wittgenstein, Rieger
Meaning is use. (e.g. )
•
(Lyons 1981)

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•
(Crystal, 1984)
•
(Stede 1999)
•
(Voloshinov, 1973)
(Goddard, 1998)

9. 2007/05/19 9
•
•
• ...

10. 2007/05/19 10
Schramn
10 @$5* 20 @$5*
7P83Ln @lLg2H$N7P83Ln
R = CT − OP
20 @$5*
0lHLFIT$N
7P83Ln

11. 2007/05/19 11
:
298— (1982)
— —— — — — — — — —
( )
— — — — — — — — —
( ) ( )
[ ] — — — — — —
( ) ( ) ( )

12. 2007/05/19 12

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1.
2. idf
→
3. →
4.
5.
6. (cw)
7. cw

14. 2007/05/19 14
Reality
↓
Abstraction

15. 2007/05/19 15
Reality
↓
Abstraction
hit
John Mary

16. 2007/05/19 16
Reality
↓
Abstraction
hit
John Mary
let
Elaboration Sally

17. 2007/05/19 17

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w(t, d) = (1 + log tf (t, d)) idf (t)
√
cw(t1 , t2 , d) = (1 + log ctf (t1 , t2 , d)) idf (t1 ) idf (t2 )
N
idf (t) = log
df (t)

19. 2007/05/19 19
Inverse Document Frequency
Sp¨rck Jones (1972)
a
N
idf (t) = log
df (t)
N
idf (iru) = log (1)
df (iru)
10000
= log (2)
4383
= log 2.281542.. (3)
= 0.824614.. (4)

20. 2007/05/19 20
Inverse Document Frequency
Sp¨rck Jones (1972)
a
N
idf (t) = log
df (t)
N
idf (uguisu) = log (5)
df (uguisu)
10000
= log (6)
239
= log 41.841.. (7)
= 3.733877.. (8)

21. 2007/05/19 21
800
warbler
cuckoo
the number of co-occurrence patterns
700 plum
cherry
600
500
400
300
200
100
0
2 4 6 8 10 12
co-occurrence weight (cw)

22. 2007/05/19 22
25000
warbler
cuckoo
the number of co-occurrence patterns
plum
20000 cherry
15000
10000
5000
0
5 10 15 20
co-occurrence weight (cw)

23. 2007/05/19 23
high cw
KEY CT BG-01-5620-02-130 23 229 3.73
cw ctf t1 idf tf t2 idf tf
1 19.18 9 8.52 10 4.23 9
2 18.71 56 3.71 56 3.73 229
3 18.62 10 3.73 229 8.52 10
4 18.17 35 3.73 229 4.26 35
5 17.98 145 3.73 229 2.42 152
6 17.72 6 5.99 10 6.72 6
7 17.32 88 2.68 88 3.73 229
8 17.00 62 2.94 62 3.73 229
9 16.80 10 5.66 10 4.58 10
10 16.59 10 8.52 10 2.96 11

24. 2007/05/19 24
low cw
KEY CT BG-01-5620-02-130 23 229 3.73
cw ctf t1 idf tf t2 idf tf
10962 1.56 1 1.33 50 1.83 35
10963 1.55 1 1.67 11 1.44 43
10964 1.53 1 2.07 8 1.13 75
10965 1.52 1 1.33 50 1.75 21
10966 1.49 1 1.67 11 1.33 50
10967 1.48 1 2.56 9 0.86 33
10968 1.48 1 1.31 44 1.67 11
10969 1.37 1 1.13 75 1.67 11
10970 1.33 1 0.86 33 2.07 11
10971 1.20 1 1.67 11 0.86 33

25. 2007/05/19 25
Graphviz (Kamada-Kawai algorithm)

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27. 2007/05/19 27
OP( ) CT( )
OP OP ∩ CT CT

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