疎な転置推移確率行列

Size: px
Start display at page:

Download "疎な転置推移確率行列"

Transcription

1 B E05( Tue) : Time-stamp: Fri 16:18 JST hig ( ) E05 B(2019) 1 / 11

2 x = 0,..., m 1 m. p(t), p(x, t) 1 double p [m] = { 1. 0, 0. 0,...., 0. 0 } ; /. m. / 2 / {p ( 0, t ), p ( 1, t ), p ( 2, t ),..., p (m 1, t )} / M = ( p 00 p 01 p 10 p 11 ) = ( ) 1 double M[ ] [ m]= { { 0. 1, 0. 3 }, 2 { 0. 9, 0. 7 } } ; / 2 / {{p 00, p 01 }, {p 10, p 11 }} q = M p q x = y M xy p y. 1 p [ ] p ( x, 0 ) ; 2 p ; 3 f o r ( t ){ 4 pn=m p ; / / 5 p=pn ; 6 p ; 7 } compscib_2019/p/markov01/src/markov01sample.c ( ) E05 B(2019) 2 / 11

3 1 / 2 3 Time stamp : F r i 0 9 : 1 8 JST h i g 4 / 5 #d e f i n e CRT SECURE NO WARNINGS / V i s u a l C++ 6 #i n c l u d e <s t d i o. h> 7 8 / m / 9 #d e f i n e NS i n t m u l t i p l y t r a n s ( double pn [ ], double p [ ] ) ; 12 i n t p r i n t d i s t ( double p [ ], i n t t, i n t m) ; i n t main ( ) { 15 i n t t, tmax ; 16 i n t x ; 17 double p [ NS ] ; / p ( t ) / 18 double pn [ NS ] ; / p ( t +1) / 19 i n t m=ns ; / / s c a n f ( %d, &tmax ) ; 23 p r i n t f ( #T=%d\n, tmax ) ; ( ) E05 B(2019) 3 / 11

4 24 25 / / 26 t =0; p [ 0 ] = 1. 0 ; p [ 1 ] = 0. 0 ; p [ 2 ] = 0. 0 ; 27 p r i n t d i s t ( p, t,m) ; f o r ( t =0; t<tmax ; t++){ 30 m u l t i p l y t r a n s ( pn, p ) ; / / 31 f o r ( x =0;x<m; x++){ 32 p [ x]=pn [ x ] ; / / 33 } 34 p r i n t d i s t ( p, t +1,m) ; 35 } 36 r e t u r n 0 ; 37 } / p M M p q. / 40 i n t m u l t i p l y t r a n s ( double q [ ], double p [ ] ) { 41 i n t x, y ; 42 i n t m=ns ; 43 / / 44 double M[ ] [ NS] = {{0.5, 0. 5, 0. 0 }, 45 { 0. 5, 0. 5, 0. 0 }, 46 { 0. 0, 0. 0, 1. 0 } } ; 47 f o r ( x =0;x<m; x++){ ( ) E05 B(2019) 4 / 11

5 48 q [ x ]=0; 49 f o r ( y =0;y<m; y++){ 50 q [ x]+=m[ x ] [ y ] p [ y ] ; 51 } 52 } 53 r e t u r n 1 ; 54 } / t p 1 / 57 i n t p r i n t d i s t ( double p [ ], i n t t, i n t m){ 58 i n t x ; 59 p r i n t f ( %d,, t ) ; 60 f o r ( x =0;x<m; x++){ 61 p r i n t f ( %f,, p [ x ] ) ; 62 } 63 p r i n t f ( \n ) ; 64 r e t u r n 0 ; 65 } ( ) E05 B(2019) 5 / 11

6 Quiz( ) m = 3, S = {x} = {0, 1, 2}. ) t = 0, 1, 2,... p(t) =. ( p(0,t) p(1,t) p(2,t), ( ) double p[3]. 1 p[], E[(X(t) + 1) 2 ] double expect(double p[], int m). 2 p[], X(t) > 0 double ratio(double p[], int m). ( ) E05 B(2019) 6 / 11

7 ( B) I 2 3 ( )..,.,... Gmail t000000@mail.ryukoku.ac.jp. ( )PC 1.. Driver Windows,. Navigator,. ( ) E05 B(2019) 7 / 11

8 ( B) II,..,, TA.,,,,. : Gmail. Google Drive.. Moodle,. ( ) E05 B(2019) 8 / 11

9 ( B) III Moodle 1:,, Moodle. Windows, Moodle /. Moodle 2:..,,. ( ) E05 B(2019) 9 / 11

10 PC Visual Studio Visual Studio Community Edition. https: // ( ) E05 B(2019) 10 / 11

11 + Learn Math Moodle ryukoku.ac.jp/moodle Moodle App for ios/android URL https: //learn.math.ryukoku.ac. jp/moodle. (PC ) Math (1-507/1-542) ( ) E05 B(2019) 11 / 11

マルコフ連鎖の時間発展の数値計算

マルコフ連鎖の時間発展の数値計算 B L07(206-05-2 Mon : Time-stamp: 206-05-2 Mon 8:4 JST hig http://hig.net ( L07 B(206 / 20 L05-Q TA Prob and Sol:, {, 2}. M = ( 2 2 2.. 2 p(0 = ( 0 p(t. p(0 = 2 ( p(t. ( L07 B(206 2 / 20 M λ, λ 2, u, u

More information

ランダムウォークの確率の漸化式と初期条件

ランダムウォークの確率の漸化式と初期条件 B L03(2019-04-25 Thu) : Time-stamp: 2019-04-25 Thu 09:16 JST hig X(t), t, t x p(x, t). p(x, t). ( ) L03 B(2019) 1 / 25 : L02-Q1 Quiz : 1 X(3) = 1 10 (3 + 3 + + ( 3)) = 1., E[X(3)] 1. 2 S 2 = 1 10 1 ((3

More information

ランダムウォークの境界条件・偏微分方程式の数値計算

ランダムウォークの境界条件・偏微分方程式の数値計算 B L06(2018-05-22 Tue) : Time-stamp: 2018-05-22 Tue 21:53 JST hig,, 2, multiply transf http://hig3.net L06 B(2018) 1 / 38 L05-Q1 Quiz : 1 M λ 1 = 1 u 1 ( ). M u 1 = u 1, u 1 = ( 3 4 ) s (s 0)., u 1 = 1

More information

独立性の検定・ピボットテーブル

独立性の検定・ピボットテーブル II L04(2016-05-12 Thu) : Time-stamp: 2016-05-12 Thu 12:48 JST hig 2, χ 2, V Excel http://hig3.net ( ) L04 II(2016) 1 / 20 L03-Q1 Quiz : 1 { 0.95 (y = 10) P (Y = y X = 1) = 0.05 (y = 20) { 0.125 (y = 10)

More information

カテゴリ変数と独立性の検定

カテゴリ変数と独立性の検定 II L04(2015-05-01 Fri) : Time-stamp: 2015-05-01 Fri 22:28 JST hig 2, Excel 2, χ 2,. http://hig3.net () L04 II(2015) 1 / 20 : L03-S1 Quiz : 1 2 7 3 12 (x = 2) 12 (y = 3) P (X = x) = 5 12 (x = 3), P (Y =

More information

データの分布

データの分布 I L01(2016-09-22 Thu) : Time-stamp: 2016-09-27 Tue 11:12 JST hig e LINE@, 4, http://hig3.net () L01 I(2016) 1 / 20 ? 1? 2? () L01 I(2016) 2 / 20 ?,,.,., 1..,. (,, 1, 2 ),.,. () L01 I(2016) 3 / 20 ? I.

More information

時系列解析と自己回帰モデル

時系列解析と自己回帰モデル B L11(2017-07-03 Mon) : Time-stamp: 2017-07-03 Mon 11:04 JST hig,,,.,. http://hig3.net ( ) L11 B(2017) 1 / 28 L10-Q1 Quiz : 1 6 6., x[]={1,1,3,3,3,8}; (. ) 2 x = 0, 1, 2,..., 9 10, 10. u[]={0,2,0,3,0,0,0,0,1,0};

More information

2変量データの共分散・相関係数・回帰分析

2変量データの共分散・相関係数・回帰分析 2, 1, Excel 2, Excel http://hig3.net ( ) L04 2 I(2017) 1 / 24 2 I L04(2017-10-11 Wed) : Time-stamp: 2017-10-10 Tue 23:02 JST hig L03-Q1 L03-Q2 Quiz : 1.6m, 0.0025m 2, 0.05m. L03-Q3 Quiz : Sx 2 = 4, S x

More information

関数のグラフを描こう

関数のグラフを描こう L05(2010-05-07) 1 2 hig3.net ( ) L05(2010-05-07) 1 / 16 #i n c l u d e double f ( double x ) ; i n t main ( void ){ i n t n ; i n t nmax=10; double x ; double s =0.0; } x = 1.0; s=s+x ;

More information

20 15 14.6 15.3 14.9 15.7 16.0 15.7 13.4 14.5 13.7 14.2 10 10 13 16 19 22 1 70,000 60,000 50,000 40,000 30,000 20,000 10,000 0 2,500 59,862 56,384 2,000 42,662 44,211 40,639 37,323 1,500 33,408 34,472

More information

I? 3 1 3 1.1?................................. 3 1.2?............................... 3 1.3!................................... 3 2 4 2.1........................................ 4 2.2.......................................

More information

- 2 -

- 2 - - 2 - - 3 - (1) (2) (3) (1) - 4 - ~ - 5 - (2) - 6 - (1) (1) - 7 - - 8 - (i) (ii) (iii) (ii) (iii) (ii) 10 - 9 - (3) - 10 - (3) - 11 - - 12 - (1) - 13 - - 14 - (2) - 15 - - 16 - (3) - 17 - - 18 - (4) -

More information

2 1980 8 4 4 4 4 4 3 4 2 4 4 2 4 6 0 0 6 4 2 4 1 2 2 1 4 4 4 2 3 3 3 4 3 4 4 4 4 2 5 5 2 4 4 4 0 3 3 0 9 10 10 9 1 1

2 1980 8 4 4 4 4 4 3 4 2 4 4 2 4 6 0 0 6 4 2 4 1 2 2 1 4 4 4 2 3 3 3 4 3 4 4 4 4 2 5 5 2 4 4 4 0 3 3 0 9 10 10 9 1 1 1 1979 6 24 3 4 4 4 4 3 4 4 2 3 4 4 6 0 0 6 2 4 4 4 3 0 0 3 3 3 4 3 2 4 3? 4 3 4 3 4 4 4 4 3 3 4 4 4 4 2 1 1 2 15 4 4 15 0 1 2 1980 8 4 4 4 4 4 3 4 2 4 4 2 4 6 0 0 6 4 2 4 1 2 2 1 4 4 4 2 3 3 3 4 3 4 4

More information

1 (1) (2)

1 (1) (2) 1 2 (1) (2) (3) 3-78 - 1 (1) (2) - 79 - i) ii) iii) (3) (4) (5) (6) - 80 - (7) (8) (9) (10) 2 (1) (2) (3) (4) i) - 81 - ii) (a) (b) 3 (1) (2) - 82 - - 83 - - 84 - - 85 - - 86 - (1) (2) (3) (4) (5) (6)

More information

Makefile, TCPソケットサーバ, コマンドライン引数

Makefile, TCPソケットサーバ, コマンドライン引数 L11(2017-12-12 Tue) : Time-stamp: 2017-12-22 Fri 12:28 JST hig ( ) make http://hig3.net L11 (2017) 1 / 24 I, void die(char message) void die(char message[])... 1 #i n c l u d e 2 / / 3 double

More information

I L01( Wed) : Time-stamp: Wed 07:38 JST hig e, ( ) L01 I(2017) 1 / 19

I L01( Wed) : Time-stamp: Wed 07:38 JST hig e,   ( ) L01 I(2017) 1 / 19 I L01(2017-09-20 Wed) : Time-stamp: 2017-09-20 Wed 07:38 JST hig e, http://hig3.net ( ) L01 I(2017) 1 / 19 ? 1? 2? ( ) L01 I(2017) 2 / 19 ?,,.,., 1..,. 1,2,.,.,. ( ) L01 I(2017) 3 / 19 ? I. M (3 ) II,

More information

曲面のパラメタ表示と接線ベクトル

曲面のパラメタ表示と接線ベクトル L11(2011-07-06 Wed) :Time-stamp: 2011-07-06 Wed 13:08 JST hig 1,,. 2. http://hig3.net () (L11) 2011-07-06 Wed 1 / 18 ( ) 1 V = (xy2 ) x + (2y) y = y 2 + 2. 2 V = 4y., D V ds = 2 2 ( ) 4 x 2 4y dy dx =

More information

provider_020524_2.PDF

provider_020524_2.PDF 1 1 1 2 2 3 (1) 3 (2) 4 (3) 6 7 7 (1) 8 (2) 21 26 27 27 27 28 31 32 32 36 1 1 2 2 (1) 3 3 4 45 (2) 6 7 5 (3) 6 7 8 (1) ii iii iv 8 * 9 10 11 9 12 10 13 14 15 11 16 17 12 13 18 19 20 (2) 14 21 22 23 24

More information

データの分布と代表値

データの分布と代表値 I L01(2015-09-18 Fri) : Time-stamp: 2015-09-26 Sat 10:37 JST hig e, http://hig3.net ( ) L01 I(2015) 1 / 26 ? 1? 2? ( ) L01 I(2015) 2 / 26 ?,,.,., 1..,. (,, 1, 2 ),.,. ( ) L01 I(2015) 3 / 26 ? I. M (3 )

More information

土木工事の

土木工事の .1 ... 2 -...2 -...3 -...4 -...5 -...7... 8 -...8 -...9... 10 -... 10 -... 13 -... 14... 17 -... 17... 19... 19... 24... 24... 26 -... 26... 27... 27... 29... 30... 31 -... 31 -... 33 -... 35 1 1 2 3 4

More information

広報なんと10月号

広報なんと10月号 2008.10 2 2008.10 3 2008.10 4 2008.10 5 2008.10 6 7 2008.10 8 2008.10 9 2008.10 2008.10 10 2008.10 11 12 2008.10 13 2008.10 2008.10 14 15 2008.10 16 2008.10 2008.10 17 18 2008.10 STAMP 2008.10 19 2008.10

More information

エラー処理・分割コンパイル・コマンドライン引数

エラー処理・分割コンパイル・コマンドライン引数 L10(2017-12-05 Tue) : Time-stamp: 2017-12-17 Sun 11:59 JST hig. recv/send http://hig3.net ( ) L10 (2017) 1 / 21 IP I swallow.math.ryukoku.ac.jp:13 = 133.83.83.6:13 = : IP ( = ) (well-known ports), :. :,.

More information

時系列解析

時系列解析 B L12(2016-07-11 Mon) : Time-stamp: 2016-07-11 Mon 17:25 JST hig,, Excel,. http://hig3.net ( ) L12 B(2016) 1 / 24 L11-Q1 Quiz : 1 E[R] = 1 2, V[R] = 9 12 = 3 4. R(t), E[X(30)] = E[X(0)] + 30 1 2 = 115,

More information

分散分析・2次元正規分布

分散分析・2次元正規分布 2 II L10(2016-06-30 Thu) : Time-stamp: 2016-06-30 Thu 13:55 JST hig F 2.. http://hig3.net ( ) L10 2 II(2016) 1 / 24 F 2 F L09-Q1 Quiz :F 1 α = 0.05, 2 F 3 H 0, : σ 2 1 /σ2 2 = 1., H 1, σ 2 1 /σ2 2 1. 4

More information

…J…−†[†E…n…‘†[…hfi¯„^‚ΛžfiüŒå

…J…−†[†E…n…‘†[…hfi¯„^‚ΛžfiüŒå takuro.onishi@gmail.com II 2009 6 11 [A] D B A B A B A B DVD y = 2x + 5 x = 3 y = 11 x = 5 y = 15. Google Web (2 + 3) 5 25 2 3 5 25 Windows Media Player Media Player (typed lambda calculus) (computer

More information

統計的仮説検定とExcelによるt検定

統計的仮説検定とExcelによるt検定 I L14(016-01-15 Fri) : Time-stamp: 016-01-15 Fri 14:03 JST hig 1,,,, p, Excel p, t. http://hig3.net ( ) L14 Excel t I(015) 1 / 0 L13-Q1 Quiz : n = 9. σ 0.95, S n 1 (n 1)

More information

44 4 I (1) ( ) (10 15 ) ( 17 ) ( 3 1 ) (2)

44 4 I (1) ( ) (10 15 ) ( 17 ) ( 3 1 ) (2) (1) I 44 II 45 III 47 IV 52 44 4 I (1) ( ) 1945 8 9 (10 15 ) ( 17 ) ( 3 1 ) (2) 45 II 1 (3) 511 ( 451 1 ) ( ) 365 1 2 512 1 2 365 1 2 363 2 ( ) 3 ( ) ( 451 2 ( 314 1 ) ( 339 1 4 ) 337 2 3 ) 363 (4) 46

More information

Taro13-第6章(まとめ).PDF

Taro13-第6章(まとめ).PDF % % % % % % % % 31 NO 1 52,422 10,431 19.9 10,431 19.9 1,380 2.6 1,039 2.0 33,859 64.6 5,713 10.9 2 8,292 1,591 19.2 1,591 19.2 1,827 22.0 1,782 21.5 1,431 17.3 1,661 20.0 3 1,948 1,541 79.1 1,541 79.1

More information

HG M-PRO 110pt 38mm HG M-PRO 110pt 38mm HG M-PRO 2

HG M-PRO 110pt 38mm HG M-PRO 110pt 38mm HG M-PRO 2 Graphtec Studio Graphtec Studio Graphtec Studio PC Windows Graphtec Studio A4 10.00mm 2 1 HG M-PRO 110pt 38mm HG M-PRO 110pt 38mm HG M-PRO 2 3 0 LCD 4 5 6 Graphtec Studio (F) (T) All Files(. ) OK 7 8 8

More information

i ii i iii iv 1 3 3 10 14 17 17 18 22 23 28 29 31 36 37 39 40 43 48 59 70 75 75 77 90 95 102 107 109 110 118 125 128 130 132 134 48 43 43 51 52 61 61 64 62 124 70 58 3 10 17 29 78 82 85 102 95 109 iii

More information

untitled

untitled 20 7 1 22 7 1 1 2 3 7 8 9 10 11 13 14 15 17 18 19 21 22 - 1 - - 2 - - 3 - - 4 - 50 200 50 200-5 - 50 200 50 200 50 200 - 6 - - 7 - () - 8 - (XY) - 9 - 112-10 - - 11 - - 12 - - 13 - - 14 - - 15 - - 16 -

More information

untitled

untitled 19 1 19 19 3 8 1 19 1 61 2 479 1965 64 1237 148 1272 58 183 X 1 X 2 12 2 15 A B 5 18 B 29 X 1 12 10 31 A 1 58 Y B 14 1 25 3 31 1 5 5 15 Y B 1 232 Y B 1 4235 14 11 8 5350 2409 X 1 15 10 10 B Y Y 2 X 1 X

More information

1 10 1113 14 1516 1719 20 21 22 2324 25 2627 i 2829 30 31 32 33 3437 38 3941 42 4344 4547 48 4950 5152 53 5455 ii 56 5758 59 6061 iii 1 2 3 4 5 6 7 8 9 10 PFI 30 20 10 PFI 11 12 13 14 15 10 11 16 (1) 17

More information

Exif Viewer, DPOF Editor 使用説明書

Exif Viewer, DPOF Editor 使用説明書 Exif Viewer DP Editor 2 3 I 4 II III 5 I 6 I 7 I 8 I 9 I 10 I 11 I 12 I 13 I 14 I 15 I 16 I 17 I 18 I 19 I 20 I 21 I 22 I 23 I 24 25 I 26 I 27 I 28 I 29 I Windows 30 I 31 I 32 I 33 I 34 35 II II 36 II

More information

2 1 2 3 27 2 6 2 5 19 50 1 2

2 1 2 3 27 2 6 2 5 19 50 1 2 1 2 1 2 3 27 2 6 2 5 19 50 1 2 2 17 1 5 6 5 6 3 5 5 20 5 5 5 4 1 5 18 18 6 6 7 8 TA 1 2 9 36 36 19 36 1 2 3 4 9 5 10 10 11 2 27 12 17 13 6 30 16 15 14 15 16 17 18 19 28 34 20 50 50 5 6 3 21 40 1 22 23

More information

koji07-02.dvi

koji07-02.dvi 007 I II III 1,, 3, 4, 5, 6, 7 5 4 1 ε-n 1 ε-n ε-n ε-n. {a } =1 a ε N N a a N= a a

More information

IP L09( Tue) : Time-stamp: Tue 14:52 JST hig TCP/IP. IP,,,. ( ) L09 IP (2017) 1 / 28

IP L09( Tue) : Time-stamp: Tue 14:52 JST hig TCP/IP. IP,,,. ( )   L09 IP (2017) 1 / 28 L09(2017-11-21 Tue) : Time-stamp: 2017-11-21 Tue 14:52 JST hig TCP/IP. IP,,,. http://hig3.net L09 (2017) 1 / 28 9, IP, - L09 (2017) 2 / 28 C (ex. ) 1 TCP/IP 2 3 ( ) ( L09 (2017) 3 / 28 50+5, ( )50+5. (

More information

6 30 2005 10 1 65 2,682 00 21.9 481 1 2,776 21.0 15 1,740 00 5.8 107 13.6 40 2025 24.2-0 - -1 - -2 - -3 - -4 - -5 - -6 - -7 - -8- -9 - - 10 - -11 - - 12 - - 13-10 11 59 4 59 3 10 17 - 14 - - 15 - - 16

More information

2014-11.key

2014-11.key 2014-11 1 2 3 4 5 7 8 9 10 11 12 PC 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 45 46 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68

More information

「東京こどもネット・ケータイヘルプデスク(こたエール)」平成22年度相談実績の概要

「東京こどもネット・ケータイヘルプデスク(こたエール)」平成22年度相談実績の概要 734, 35% 62, 11% 84, 16% 530, 26% 235, 11% PC) 396, 73% 579, 28% ) (21 ) 2 3 4 5 6 7 8 9 10 11 12 13 200 150 100 22 182 200 150 100 22 50 54 PC 49 52 PC 50 41 14 17 1 1 4 16 3 6 14 180 250 200 150 235

More information

EV200R I II III 1 2 3 4 5 6 7 8 9 10 1 2 3 11 4 5 12 6 13 1 2 14 3 4 15 5 16 1 2 17 3 18 4 5 19 6 20 21 22 123 456 123 456 23 1 2 24 3 4 25 5 3 26 4 5 6 27 7 8 9 28 29 30 31 32 1 2 33 3 4 34 1 35 2 1

More information

(個別のテーマ) 薬剤に関連した医療事故

(個別のテーマ) 薬剤に関連した医療事故 - 67 - III - 68 - - 69 - III - 70 - - 71 - III - 72 - - 73 - III - 74 - - 75 - III - 76 - - 77 - III - 78 - - 79 - III - 80 - - 81 - III - 82 - - 83 - III - 84 - - 85 - - 86 - III - 87 - III - 88 - - 89

More information

(個別のテーマ) 放射線検査に関連した医療事故

(個別のテーマ) 放射線検査に関連した医療事故 - 131 - III - 132 - - 133 - III - 134 - - 135 - III - 136 - - 137 - III - 138 - - 139 - III - 140 - - 141 - III - 142 - - 143 - III - 144 - - 145 - III - 146 - - 147 - III - 148 - - 149 - III - 150 - -

More information

訪問看護ステーションにおける安全性及び安定的なサービス提供の確保に関する調査研究事業報告書

訪問看護ステーションにおける安全性及び安定的なサービス提供の確保に関する調査研究事業報告書 1... 1 2... 3 I... 3 II... 3 1.... 3 2....15 3....17 4....19 5....25 6....34 7....38 8....48 9....58 III...70 3...73 I...73 1....73 2....82 II...98 4...99 1....99 2....104 3....106 4....108 5.... 110 6....

More information

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 ( ) 24 25 26 27 28 29 30 ( ) ( ) ( ) 31 32 ( ) ( ) 33 34 35 36 37 38 39 40 41 42 43 44 ) i ii i ii 45 46 47 2 48 49 50 51 52 53 54 55 56 57 58

More information

untitled

untitled i ii (1) (1) (2) (1) (3) (1) (1) (2) (1) (3) (1) (1) (2) (1) (3) (2) (3) (1) (2) (3) (1) (1) (1) (1) (2) (1) (3) (1) (2) (1) (3) (1) (1) (1) (2) (1) (3) (1) (1) (2) (1) (3)

More information

23 15961615 1659 1657 14 1701 1711 1715 11 15 22 15 35 18 22 35 23 17 17 106 1.25 21 27 12 17 420,845 23 32 58.7 32 17 11.4 71.3 17.3 32 13.3 66.4 20.3 17 10,657 k 23 20 12 17 23 17 490,708 420,845 23

More information

平成18年度「商品先物取引に関する実態調査」報告書

平成18年度「商品先物取引に関する実態調査」報告書 ... 1.... 5-1.... 6-2.... 9-3.... 10-4.... 12-5.... 13-6.... 15-7.... 16-8.... 17-9.... 20-10.... 22-11.... 24-12.... 27-13... 29-14.... 32-15... 37-16.... 39-17.... 41-18... 43-19... 45.... 49-1... 50-2...

More information

表紙.PDF

表紙.PDF 2 3 4 2001 2010 33 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 H18 21 22 23 24 25 26 27 28 29 30 31 32 33 300 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 410-8601 055-934-4747 Fax 055-933-1412

More information

農林金融2015年5月号

農林金融2015年5月号 4 5 4 4 4 4 2014 5 14 7 2050 1412 15 3 19 1800 1 1 2 2 2 126 2 3 1 2 1 2 3 4 1 1 2 2 1 1 2014 3 2 126 2 2 3 1 40 30 20 10 0 2014 26 287 339 393 399 361 2 2 11 1 3 25 4 4 5 5 19898993 96 3 2000 1 1 1 5

More information

untitled

untitled 0120-888-089 0120-919-498 160-83381-26-1TEL. 03-3349-3111 URL http://www.sjnk.co.jp/ 160-83381-26-1 TEL. 03-3349-3111 URL http://www.sompo-japan.co.jp/ 100-89653-7-3 TEL. 0120-919-498 URL http://www.nipponkoa.co.jp/

More information