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1 [1] [1, 2, 3] [1, 4, 5] (0.66) (0.65) 1 [6] 0

2 : : : : :

3 ( ) ( )

4 3.1 ( 1 ) ( 2 ) (2CV ) ( 1 ) ( 2 ) (1 ) (2 ) (3 ) (4 ) ( ) ( ) ( ) ( )

5 3.1 n SVM

6 1 [1] [1, 2, 3] [1, 4, 5] [6] 1. ( 4 ) 1

7 2. ( ) ( 5 ) 3. ( 6 ) [6] 1 [6]

8 2 2.1 [6] [6] ( ) F F 2.2 3

9 [7] ,.. [9] [2] [3] [4] [5] 4

10 3 [6] [6] n 1 n 1 n n 3.1 5

11 3.1: n ( ) 1 Wikipedia:http://ja.wikipedia.org/wiki/ 6

12 : : 2: 7

13 3: 4: 5: (SVM) SVM : 1 1. ChaSen EOS 3.3: 2. diff [11] ChaSen:http://ChaSen-legacy.sourceforge.jp/ 8

14 - EOS - EOS 3.4:

15 PT1 ( ) PT : 2 [10] ( SVM) : SVM 10

16 1. ChaSen 2. diff [11] 3. 2 ML1 X Y X Y ML ( ) X 2 X 2 : : : 2( ) X 2 3.6: X X, : 11

17 1: : : BL1 BL2 BL1 2 ML1 BL2 ML : [8] {a,b,c} d {a b c 1 :d} 12

18 2 ST1 ML1 3.6 PT1 PT2 ML1 BL1 ST2 ML2 3.6 PT1 PT2 ML2 BL : A B 2. A B 1 3. B A

19 3.7: 14

20 3.8: ( ) ( l ) f(x) = sgn α i y i K(x i,x) + b i=1 b = max i,y i = 1b i + min i,yi =1b i 2 l b i = α j y j K(x j,x i ) j=1 (3.1) x ( ) x i y i (i = 1,...,l,y i {1, 1}) sgn sgn(x) = 1 (x 0) (3.2) 1 (otherwise) 15

21 α i (3.4) (3.5) (3.3) L(α) L(α) = l α i 1 l α i α j y i y j K(x i,x j ) (3.3) 2 i=1 i,j=1 0 α i C (i = 1,...,l) (3.4) l α i y i = 0 (3.5) i=1 K K(x,y) = (x y + 1) d (3.6) C,d C 1 d 2 α i > 0 x i (3.1) 16

22 3.6 (PT1 PT2) (ML1 ML2) (BL1 BL2) (ST1 ST2) ( ) ( ) ( ) ( ) ( ) ( ) (2CV) CV : ( 1 ) PT1 0.64(32/50) 0.50(25/50) 0.32(16/50) 0.49(73/150) PT2 0.50(25/50) 0.64(32/50) 0.56(28/50) 0.57(85/150) ML1 0.58(29/50) 0.70(35/50) 0.58(29/50) 0.62(93/150) BL1 0.26(13/50) 0.68(34/50) 0.32(16/50) 0.42(63/150) ST1 0.60(30/50) 0.82(41/50) 0.58(29/50) 0.67(100/150) 17

23 3.2: ( 2 ) PT1 0.64(32/50) 0.62(31/50) 0.32(16/50) 0.53(79/150) PT2 0.66(33/50) 0.68(34/50) 0.54(27/50) 0.63(94/150) ML1 0.58(29/50) 0.80(40/50) 0.54(27/50) 0.64(96/150) BL1 0.26(13/50) 0.64(32/50) 0.34(17/50) 0.41(62/150) ST1 0.52(26/50) 0.70(35/50) 0.60(30/50) 0.61(91/150) 3.3: 3 PT1 0.64(64/100) 0.56(56/100) 0.32(32/100) 0.51(152/300) PT2 0.58(58/100) 0.66(66/100) 0.55(55/100) 0.60(179/300) ML1 0.56(56/100) 0.75(75/100) 0.56(56/100) 0.62(187/300) BL1 0.26(26/100) 0.66(66/100) 0.33(33/100) 0.42(125/300) ST1 0.56(56/100) 0.76(76/100) 0.59(59/100) 0.64(191/300) (57/100) 0.70(70/100) 0.59(59/100) 0.62(186/300) CV CV : ( 1 ) PT1 0.74(37/50) 0.78(39/50) 0.34(17/50) 0.62( 93/150) PT2 0.52(26/50) 0.78(39/50) 0.58(29/50) 0.63( 94/150) ML2 0.66(33/50) 0.86(43/50) 0.66(33/50) 0.73(109/150) BL2 0.64(32/50) 0.82(41/50) 0.44(22/50) 0.63( 95/150) ST2 0.68(34/50) 0.88(44/50) 0.64(32/50) 0.73(110/150) ML1 ML2 ST1 ST

24 3.5: ( 2 ) PT1 0.72(36/50) 0.82(41/50) 0.32(16/50) 0.62( 93/150) PT2 0.68(34/50) 0.82(41/50) 0.56(28/50) 0.67(103/150) ML2 0.60(30/50) 0.78(39/50) 0.66(33/50) 0.68(102/150) BL2 0.70(35/50) 0.78(39/50) 0.42(21/50) 0.63( 95/150) ST2 0.62(31/50) 0.76(38/50) 0.62(31/50) 0.67(100/150) 3.6: 3 PT1 0.73(73/100) 0.80(80/100) 0.33(33/100) 0.62(186/300) PT2 0.60(60/100) 0.80(80/100) 0.57(57/100) 0.66(197/300) ML2 0.65(65/100) 0.81(81/100) 0.65(65/100) 0.70(211/300) BL2 0.67(67/100) 0.80(80/100) 0.43(43/100) 0.63(190/300) ST2 0.65(65/100) 0.82(82/100) 0.63(63/100) 0.70(210/300) (73/100) 0.76(76/100) 0.65(65/100) 0.72(216/300) ( [6] ) 19

25 3.7: ( ) 100 ( ) ( ) ( ) ( ) ( ) ( ) 20

26 3.8: ( ) ( ) 3.9: 21

27 4 [6] (4.2 ) (4.3 ) ,000 2 A( ) B( ) 22

28 S T N 6 S T N 4.1: 23

29 : : 3: 24

30 ( ) ChaSen : : 2( ) 3( ) x = N V [V : N ] (4.1) 1 x

31 1 1.0 x x x x x 4(2 ) 2 5(2 ) 2 4 6( ) 7( ) 8( ) ( ) :40 50 :50, : 1: : : + 1 4: :

32 6: +1 7: +2 8: ( )

33 A B A B : (1 ) (268/500) (241/500) (308/500) (237/500) (247/500) (291/500) (299/500) (286/500) [3,6,8,7] [3,6,8] [3,6,8]

34 4.2: (2 ) 3, (285/500) 3, (295/500) 3,3-3, (261/500) 3, (276/500) 3, (310/500) 3, (305/500) 3, (292/500) 4.3: (3 ) 3,6, (299/500) 3,6, (313/500) 3,6,3-3,6, (270/500) 3,6, (274/500) 3,6,6-3,6, (314/500) 3,6, (324/500) 4.4: (4 ) 3,6,8, (291/500) 3,6,8, (313/500) 3,6,8,3-3,6,8, (269/500) 3,6,8, (284/500) 3,6,8,6-3,6,8, (317/500) 3,6,8,8-4.5: 1,2,3,4,5,6,7, (271/500) 29

35 ± : (247/500) (295/500) (310/500) (305/500) (271/500) (252/500) (252/500) (252/500) [3,6,8] 1.4 [6,8] : : [6,8] (292/500) : [3,6,8] 0.660(330/500) 0.648(324/500) 30

36 SVM 1 n ( 3) ( 6,7) ( 8) 4.7 (0.66) (0.65)

37 5 1 [6] [6] 1( ) 2( ) 3(3 ) 3 4( ), : 1: : :

38 4: ( ) 1 (KNB ) KNB ( ) 1 Wikipedia:http://ja.wikipedia.org/wiki/ 2 KNB 33

39 5.1: 34

40 5.1: 1 5.2: ( ) ,

41 : 36

42 : 37

43 F = (5.1) = (5.2) (5.1) (5.2) (5.3) F F = (5.3) F : ( ) F 1,2,3, (229/400) 0.420( 68/162) 0.469( 68/145) ,2, (228/400) 0.395( 64/162) 0.464( 64/138) [1,2,3,4] F (0.570) F (0.427)

44 5.4: ( ) F (162/400) 1.000(162/162) 0.405(162/400) (232/400) 0.469( 76/162) 0.481( 76/158) (238/400) 0.210( 34/162) 0.500( 34/ 68) (245/400) 0.105( 17/162) 0.630( 17/ 27) (248/400) 0.080( 13/162) 0.812( 13/ 16) (248/400) 0.068( 11/162) 0.917( 11/ 12) (248/400) 0.068( 11/162) 0.917( 11/ 12) (243/400) 0.037( 6/162) 0.857( 6/ 7) (240/400) 0.019( 3/162) 0.750( 3/ 4) (240/400) 0.012( 2/162) 1.000( 2/ 2) (239/400) 0.006( 1/162) 1.000( 1/ 1) : ( ) F 1,2,3, (263/500) 0.420( 97/231) 0.485( 97/200) ,2, (258/500) 0.407( 94/231) 0.472( 94/199) : ( ) F (231/500) 1.000(231/231) 0.462(231/500) (275/500) 0.355( 82/231) 0.519( 82/158) (284/500) 0.139( 32/231) 0.653( 32/049) (271/500) 0.013( 3/231) 0.750( 3/ 4) (268/500) 0.000( 0/231) 0.000( 0/ 1) : : : : : (268/500) 0.000( 0/231) 0.000( 0/ 1) (268/500) 0.000( 0/231) 0.000( 0/ 1)

45 [6] F

46 (0.66) (0.65) 1 [6] 41

47 C C 42

48 [1], (2008),,, vol.29, No.1, pp [2] Masaki Murata, Hitoshi Isahara(2002), Automatic detection of mis-spelled Japanese expressions using a new method for automatic extraction of negative examples based on positive examples, IEICE Transactions, VOL.E85-D, No.9, pp [3], (2004),,, 3, pp [4],,, (2000), Vol.7 No.4 pp [5],,, (1999),,, Vol.6, No.7, pp [6],, (2012), 18, pp [7],, (1999),,, Vol.6, No.6, pp [8],, (2006),,, Vol.5, pp [9],,,, (2011),, (TL), Vol.111, No.98, pp

49 [10],,, (2002), SENSEVAL2J CRL, Vol.10, No.3 pp [11] (2002) diff - mduff,, Vol.9, No.2, pp

1 1 2 3 2.1.................. 3 2.2.......... 6 3 7 3.1......................... 7 3.1.1 ALAGIN................ 7 3.1.2 (SVM).........................

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