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1



—                        —



    Hilofumi Yamamoto




    December 14th 2006
2




•




•
•


•                 ...
    (   , 1996)
3




octpus
4




-
    octpus
5




-            
    octpus
6




-            
    octpus



             (Crystal, 1984: 18)
                     (Stubb, 2001: 198)
                   (intertextuality)
7




• favorable/unfavorable, bright/dark, .... (Osgood)
    SD
•                           Quillian)


•                           Wittgenstein, Rieger
    Meaning is use. (e.g.                   )
•
    (Lyons 1981)
8




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


                      (Goddard, 1998)
9




•
•
•   ...
10



Schramn

           10 @$5*        20 @$5*
           7P83Ln    @lLg2H$N7P83Ln




   R = CT − OP


                                        20 @$5*
                                      0lHLFIT$N
                                        7P83Ln
11



              :
          298—         (1982)


— —— — — — — — — —
(                 )


— — — — — — —        — —
(            )       (   )


      [ ]     — —    — — — —
      ( ) (      )   (       )
12
13




1.
2.       idf
     →
3.             →
4.
5.
6.         (cw)
7. cw
14




Reality




              ↓
Abstraction
15




Reality




                     ↓
Abstraction
                     hit
              John         Mary
16




Reality




                                              ↓
Abstraction
                                             hit
                                      John         Mary
                                let

          Elaboration   Sally
17
18




            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
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
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




                                       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




                                       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
                   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
                     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



Graphviz (Kamada-Kawai algorithm)
26
27



    OP( )         CT( )




OP OP ∩ CT   CT
28
29
30
31
Ch2006slide
Ch2006slide
Ch2006slide
Ch2006slide

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Ch2006slide

  • 1. 1 — — Hilofumi Yamamoto December 14th 2006
  • 2. 2 • • • • ... ( , 1996)
  • 4. 4 - octpus
  • 5. 5 - octpus
  • 6. 6 - octpus (Crystal, 1984: 18) (Stubb, 2001: 198) (intertextuality)
  • 7. 7 • favorable/unfavorable, bright/dark, .... (Osgood) SD • Quillian) • Wittgenstein, Rieger Meaning is use. (e.g. ) • (Lyons 1981)
  • 8. 8 • (Crystal, 1984) • (Stede 1999) • (Voloshinov, 1973) (Goddard, 1998)
  • 10. 10 Schramn 10 @$5* 20 @$5* 7P83Ln @lLg2H$N7P83Ln R = CT − OP 20 @$5* 0lHLFIT$N 7P83Ln
  • 11. 11 : 298— (1982) — —— — — — — — — — ( ) — — — — — — — — — ( ) ( ) [ ] — — — — — — ( ) ( ) ( )
  • 12. 12
  • 13. 13 1. 2. idf → 3. → 4. 5. 6. (cw) 7. cw
  • 14. 14 Reality ↓ Abstraction
  • 15. 15 Reality ↓ Abstraction hit John Mary
  • 16. 16 Reality ↓ Abstraction hit John Mary let Elaboration Sally
  • 17. 17
  • 18. 18 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. 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. 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. 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. 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. 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. 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
  • 26. 26
  • 27. 27 OP( ) CT( ) OP OP ∩ CT CT
  • 28. 28
  • 29. 29
  • 30. 30
  • 31. 31