syuu_2_10_3.dvi
|
|
- かねろう たにしき
- 7 years ago
- Views:
Transcription
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: 6
12 : : 2: 7
13 3: 4: 5: (SVM) SVM : 1 1. ChaSen EOS 3.3: 2. diff [11] ChaSen: 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: 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).........................
[5] Yahoo! Yahoo! (SVM) 3 F 7 7 (SVM) 3 F 6 0 1 1 2 3 2.1.................. 3 2.2.......... 6 3 7 3.1......................... 7 3.1.1 ALAGIN................ 7 3.1.2 (SVM)........................... 8
More information81 34 6 5 6 6 5 5 6 1 5 2 6 176 414
5 6 5 6 5 6 5 4 4 6 5 5 5 413 175 81 34 6 5 6 6 5 5 6 1 5 2 6 176 414 1 5 5 12 3 4 5 1 1 2 3 2 1 415 177 81 34 2 3 4 5 3 1 2 4 5 1 1 1 4 178 416 65,000 35,000 6,000 2 4 417 179 81 34 4 10,000 5,000 750
More informationx : = : x x
x : = : x x x :1 = 1: x 1 x : = : x x : = : x x : = : x x ( x ) = x = x x = + x x = + + x x = + + + + x = + + + + +L x x :1 = 1: x 1 x ( x 1) = 1 x 2 x =1 x 2 x 1= 0 1± 1+ 4 x = 2 = 1 ± 5 2 x > 1
More informationReal AdaBoost HOG 2009 3 A Graduation Thesis of College of Engineering, Chubu University Efficient Reducing Method of HOG Features for Human Detection based on Real AdaBoost Chika Matsushima ITS Graphics
More informationP-12 P-13 3 4 28 16 00 17 30 P-14 P-15 P-16 4 14 29 17 00 18 30 P-17 P-18 P-19 P-20 P-21 P-22
1 14 28 16 00 17 30 P-1 P-2 P-3 P-4 P-5 2 24 29 17 00 18 30 P-6 P-7 P-8 P-9 P-10 P-11 P-12 P-13 3 4 28 16 00 17 30 P-14 P-15 P-16 4 14 29 17 00 18 30 P-17 P-18 P-19 P-20 P-21 P-22 5 24 28 16 00 17 30 P-23
More information4 小川/小川
B p p B pp M p T p M p Tp T pt T p T p T p p Tp T T p T p T pt p Tp p p p p p p p p T p p T T M M p p p p p p T p p p T T p T B T T p T T p T p T T T p T p p T p Tp T p p Tp T p T Tp T T p T p T p T p
More information商品リストVol09_01
Asian Ethnic Foods Vol.9 2796 406 180 104 200ml / 12 200ml / 12 190g / 12 2B/L 250ml / 12 2B/L 8934874 112205 189 34874 11220 2 8850045 111016 9556156 036765 077521 273312 200 77521 27331 6 210 280 200
More informationMultiWriter 5600C 活用マニュアル
1 *1 2 3 4 5 6 7 8 1 2 3 4 5 6 7 8 9 9 1 2 3 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 1 2 3 a b c 26 27 28 C *1 *2 *2 29 2 2 2 2 2 2 2 2 2 30 *1 *2 ± *1 C C 31 32 33 34 35 36 M C Y K 1 2 3 4 5 6
More information1,.,., Unicode,.,,.,. 2010,,,.,,.
28 1211072 2017 1 31 1,.,., Unicode,.,,.,. 2010,,,.,,. 2 1 6 1.1........................................... 6 1.1.1...................... 6 1.2.......................................... 7 1.3...........................................
More informationuntitled
-- -- -3- % % % 6% % % 9 66 95 96 35 9 6 6 9 9 5 77 6 6 5 3 9 5 9 9 55 6 5 9 5 59 () 3 5 6 7 5 7 5 5 6 6 7 77 69 39 3 6 3 7 % % % 6% % % (: ) 6 65 79 7 3 36 33 9 9 5 6 7 3 5 3 -- 3 5 6 76 7 77 3 9 6 5
More informationuntitled
NO. 2007 10 10 34 10 10 0570-058-669 http://www.i-nouryoku.com/index.html (40 ) () 1 NO. 2007 10 10 2.2 2.2 130 70 20 80 30 () () 9 10 () 78 8 9 () 2 NO. 2007 10 10 4 7 3 NO. 2007 10 10 40 20 50 2 4 NO.
More informationFX ) 2
(FX) 1 1 2009 12 12 13 2009 1 FX ) 2 1 (FX) 2 1 2 1 2 3 2010 8 FX 1998 1 FX FX 4 1 1 (FX) () () 1998 4 1 100 120 1 100 120 120 100 20 FX 100 100 100 1 100 100 100 1 100 1 100 100 1 100 101 101 100 100
More informationuntitled
1333 1 1968 6 10 HP 2 HP 1 3 3 3 4cm 5 6 HP 1888 21 1893 26 1896 29 1877 10 1889 22 1936 11 1899 32 1906 39 4 1 30 20 HP 43 04 52 140 49 01 138.28m 280.11 km 2 4 5 HP 1955 1985 1995 2000 1995 1960 1985
More information73 p.1 22 16 2004p.152
1987 p.80 72 73 p.1 22 16 2004p.152 281895 1930 1931 12 28 1930 10 27 12 134 74 75 10 27 47.6 1910 1925 10 10 76 10 11 12 139 p.287 p.10 11 pp.3-4 1917 p.284 77 78 10 13 10 p.6 1936 79 15 15 30 80 pp.499-501
More information日経テレコン料金表(2016年4月)
1 2 3 4 8,000 15,000 22,000 29,000 5 6 7 8 36,000 42,000 48,000 54,000 9 10 20 30 60,000 66,000 126,000 166,000 50 100 246,000 396,000 1 25 8,000 7,000 620 2150 6,000 4,000 51100 101200 3,000 1,000 201
More information308 ( ) p.121
307 1944 1 1920 1995 2 3 4 5 308 ( ) p.121 309 10 12 310 6 7 ( ) ( ) ( ) 50 311 p.120 p.142 ( ) ( ) p.117 p.124 p.118 312 8 p.125 313 p.121 p.122 p.126 p.128 p.156 p.119 p.122 314 p.153 9 315 p.142 p.153
More information戦後の補欠選挙
1 2 11 3 4, 1968, p.429., pp.140-141. 76 2005.12 20 14 5 2110 25 6 22 7 25 8 4919 9 22 10 11 12 13 58154 14 15 1447 79 2042 21 79 2243 25100 113 2211 71 113 113 29 p.85 2005.12 77 16 29 12 10 10 17 18
More information122011pp.139174 18501933
122011pp.139174 18501933 122011 1850 3 187912 3 1850 8 1933 84 4 1871 12 1879 5 2 1 9 15 1 1 5 3 3 3 6 19 9 9 6 28 7 7 4 1140 9 4 3 5750 58 4 3 1 57 2 122011 3 4 134,500,000 4,020,000 11,600,000 5 2 678.00m
More information2 2 3 4 5 5 2 7 3 4 6 1 3 4 7 4 2 2 2 4 2 3 3 4 5 1932 A p. 40. 1893 A p. 224, p. 226. 1893 B pp. 1 2. p. 3.
1 73 72 1 1844 11 9 1844 12 18 5 1916 1 11 72 1 73 2 1862 3 1870 2 1862 6 1873 1 3 4 3 4 7 2 3 4 5 3 5 4 2007 p. 117. 2 2 3 4 5 5 2 7 3 4 6 1 3 4 7 4 2 2 2 4 2 3 3 4 5 1932 A p. 40. 1893 A p. 224, p. 226.
More information29 2011 3 4 1 19 5 2 21 6 21 2 21 7 2 23 21 8 21 1 20 21 1 22 20 p.61 21 1 21 21 1 23
29 2011 3 pp.55 86 19 1886 2 13 1 1 21 1888 1 13 2 3,500 3 5 5 50 4 1959 6 p.241 21 1 13 2 p.14 1988 p.2 21 1 15 29 2011 3 4 1 19 5 2 21 6 21 2 21 7 2 23 21 8 21 1 20 21 1 22 20 p.61 21 1 21 21 1 23 1
More informationMicrosoft Word - 映画『東京裁判』を観て.doc
1 2 3 4 5 6 7 1 2008. 2 2010, 3 2010. p.1 4 2008 p.202 5 2008. p.228 6 2011. 7 / 2008. pp.3-4 1 8 1 9 10 11 8 2008, p.7 9 2011. p.41 10.51 11 2009. p. 2 12 13 14 12 2008. p.4 13 2008, p.7-8 14 2008. p.126
More information() L () 20 1
() 25 1 10 1 0 0 0 1 2 3 4 5 6 2 3 4 9308510 4432193 L () 20 1 PP 200,000 P13P14 3 0123456 12345 1234561 2 4 5 6 25 1 10 7 1 8 10 / L 10 9 10 11 () ( ) TEL 23 12 7 38 13 14 15 16 17 18 L 19 20 1000123456
More information1 2 3 4 5 6 X Y ABC A ABC B 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 13 18 30 P331 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 ( ) 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59
More information26 2 3 4 5 8 9 6 7 2 3 4 5 2 6 7 3 8 9 3 0 4 2 4 3 4 4 5 6 5 7 6 2 2 A B C ABC 8 9 6 3 3 4 4 20 2 6 2 2 3 3 4 4 5 5 22 6 6 7 7 23 6 2 2 3 3 4 4 24 2 2 3 3 4 4 25 6 2 2 3 3 4 4 26 2 2 3 3 27 6 4 4 5 5
More informationmogiJugyo_slide_full.dvi
a 2 + b 2 = c 2 (a, b, c) a 2 a 2 = a a a 1/ 78 2/ 78 3/ 78 4/ 78 180 5/ 78 http://www.kaijo.ed.jp/ 6/ 78 a, b, c ABC C a b B c A C 90 a 2 + b 2 = c 2 7/ 78 C a b a 2 +b 2 = c 2 B c A a 2 a a 2 = a a 8/
More informationVOL a s d f g h
VOL.20013 -- 1937 101939 1940410 1940 1 VOL.20013 2030 193810 19391034 1937 a s d f g h 1995139140161 1998348 1988236 1994577578 1998 1987151 1922 2 VOL.20013 101110 3000500 70 1929 1920 1927 70 4050 30
More informationみさき_1
2 3 4 5 6 7 1F 2F 8 9 10 11 17 18 19 20 21 22 23 24 31 25 26 27 28 29 30 8 1 2 3 4 5 6 7 6 8 7 16 7 8 9 10 11 12 14 15 13 17 23 Vol.41 8 6 20 11 7 15 7 23 7 7 7 16 23 23 8 13 18:00 22:00 722
More informationVol..3 2010 2 10 2
1 Vol..3 2010 2 10 2 Vol..3 2010 2 10 3 Vol..3 2010 2 10 4 Vol..3 2010 2 10 5 Vol..3 2010 2 10 6 Vol..3 2010 2 10 7 Vol..3 2010 2 10 8 Vol..3 2010 2 10 9 Vol..3 2010 2 10 10 Vol..3 2010 2 10 11 Vol..3
More informationH21_report
vol.4 1 2 6 10 14 18 20 22 24 25 1 2 2172 73 3 21925 926 21125 126 4 5 6 21629 630 7 21107 108 21127 128 8 9 10 21616 617 11 211026 1027 211213 1214 12 13 14 21713 714 15 2194 95 211031 111 16 17 18 19
More information2009-9-2.indd
Q No.1441 Q No.1442 Vol.33 NO.9 (2009) 30 (614) Q No.1443 Vol.33 NO.9 (2009) 31 (615) Q No.1444 Vol.33 NO.9 (2009) 32 (616) Vol.33 NO.9 (2009) 33 (617) Vol.33 NO.9 (2009) 34 (618) Q No.1445 Vol.33 NO.9
More information