2 probably 3 probability theory probability theory (gàil`ü) , 1:

Size: px
Start display at page:

Download "2 probably 3 probability theory probability theory (gàil`ü) 2 1960 2.1, 1: 583 589 666 1853 2967 2 3 1973"

Transcription

1 ( ) ( C) 1 probability probability probable probable probable probable probably probably maybe perhaps possibly likely possibly<maybe perhaps<likely<probably probably ( ) 1 probably = almost surely * ( ) 1 Macmillan Dictionary for Children, Robert B. Costello (Ed.), Simon & Schuster, 2001.

2 2 probably 3 probability theory probability theory (gàil`ü) , 1:

3 ZIP 6 ZIP tar gz π π π {0, 1}- ( 2) {0, 1}- 1 {0, 1}- {0, 1}- {0, 1}- {0, 1}- 4 5 bitmap 6

4 2: CD DVD ( ) ( ) x 2 + y 2 = 1 x 2 + y 2 = {0, 1}- {0, 1}- {0, 1} {0, 1} { }} { { }} { 0, 0,..., 0, 1, 1,..., 1 (1) (1) {0, 1} {0, 1}- {0, 1} {0, 1} /

5 10000 {0, 1} {0, 1} {0, 1} {0, 1} {0, 1} {0, 1} (2) (2) x 2x = 2 ( ) = = x 2 1, x x = {0, 1} {0, 1} < = = {0, 1} {0, 1}- 511/512 ; 1 {0, 1} / ; 2 {0, 1} {0, 1}-

6 4 4.1 {0, 1}- {0, 1}- 1 probability theory 1 1 3: ( ) {0,1} - 1 {0,1} - 1

7 4.2 1/ k 100C k = 100!, k = 0, 1,..., 100 (100 k)! k! 50 ± k=35 100C k = = C k k=35 = = % 50 ± ; ± C k k= = ± C k k= =

8 99.9% ± C k k= % = (3) (PC) (3) PC 7 PC PC / ± % ± % ± % / % 5000 ± % 1 ε > 0 n (1/2) ± ε {0, 1}- {0, 1}- 99.9% ± ± 150 ε > 0 n n 1 (1/2) ± ε 1/2 2 ( 1713 ) p 1 p ε > 0 n p ± ε 1 7 MacBook Pro 2.7GHz Intel Core i7 + Mathematica 9

9 ; n p ± ε 1 (1/4nε 2 ) P ( n ) p < ε 1 1 4nε 2. (4) 4.3 1/2 1/ p p S

10 100 6 S p 10 6 n S/10 6 p ± ε 1 P ( ) S 10 p < ε ε 2, ε = 1/200 P ( S 10 p < 1 ) (5) S = 10 8 {0, 1} S/10 6 (5) S/ % 1/200 p 5.2 (5) 10 8 {0, 1}- ω ω ω 10 8 {0, 1}- ω ω ω {0, 1}- ω {0, 1}- {0, 1}- {0, 1}- {0, 1}- {0, 1}- 8

11 5.3 g : {0, 1} l {0, 1} n, l < n {0, 1} l {0, 1} n l n {0, 1}- l ω {0, 1} l ω l {0, 1}- g(ω ) {0, 1} n g(ω ) ω g(ω ) n ω ω {0, 1} l ω = g(ω ) {0, 1} n S(ω) p 10 6 < {0, 1}- ω ω g : {0, 1} 238 {0, 1} 108 ω {0, 1} 238 (5) ( S(g(ω )) P p 10 6 < 1 ) ( - - (RWS ) 4) ω {0, 1} ω g p {0, 1}- 9 S {0, 1} H. Sugita Monte Carlo method, random number, and pseudorandom number, MSJ Memoirs vol.25 Chapter 2

12 4: RWS g : {0, 1} 238 {0, 1} 108 ( ) ω' ; S(ω) = 10 6 k=1 X(ω 100(k 1)+1,..., ω 100k ), ω = (ω 1,..., ω 10 8) {0, 1} 108, X (ξ 1,..., ξ 100 ) {0, 1} 100 { 1 (ξ1,..., ξ ), X(ξ 1,..., ξ 100 ) = 0 ( ), RWS g : {0, 1} 238 {0, 1} 108 m = 100 N = 10 6 j = log 2 N = = 2m + 2j 10 8 = Nm g : {0, 1} 2m+2j {0, 1} Nm ω = (ω 1,..., ω 2m+2j) {0, 1} 2m+2j x = m+j i=1 2 i ω i, α = m+j i=1 2 i ω m+j+i Z k = (d 1 (x + kα),..., d m (x + kα)) {0, 1} m, k = 1,..., N d i (t) t 0 2 i (0 1) Z k ω g(ω ) = (Z 1,..., Z N ) {0, 1} Nm

13 ω {0, 1} S(g(ω )) = p vs 10 PC

14 ; probability mathematics µαθηµατικóς ( )

●70974_100_AC009160_KAPヘ<3099>ーシス自動車約款(11.10).indb

●70974_100_AC009160_KAPヘ<3099>ーシス自動車約款(11.10).indb " # $ % & ' ( ) * +, -. / 0 1 2 3 4 5 6 7 8 9 : ; < = >? @ A B C D E F G H I J K L M N O P Q R S T U V W X Y " # $ % & ' ( ) * + , -. / 0 1 2 3 4 5 6 7 8 9 : ; < = > ? @ A B

More information

- 1 - - 2 - 320 421 928 1115 12 8 116 124 2 7 4 5 428 515 530 624 921 1115 1-3 - 100 250-4 - - 5 - - 6 - - 7 - - 8 - - 9 - & & - 11 - - 12 - GT GT - 13 - GT - 14 - - 15 - - 16 - - 17 - - 18 - - 19 - -

More information

~ ~.86 ~.02 ~.08 ~.01 ~.01 ~.1 6 ~.1 3 ~.01 ~.ω ~.09 ~.1 7 ~.05 ~.03 ~.01 ~.23 ~.1 6 ~.01 ~.1 2 ~.03 ~.04 ~.01 ~.1 0 ~.1 5 ~.ω ~.02 ~.29 ~.01 ~.01 ~.11 ~.03 ~.02 ~.ω 本 ~.02 ~.1 7 ~.1 4 ~.02 ~.21 ~.I

More information

MultiWriter 5600C 活用マニュアル

MultiWriter 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 information

204 / CHEMISTRY & CHEMICAL INDUSTRY Vol.69-1 January 2016 047

204 / CHEMISTRY & CHEMICAL INDUSTRY Vol.69-1 January 2016 047 9 π 046 Vol.69-1 January 2016 204 / CHEMISTRY & CHEMICAL INDUSTRY Vol.69-1 January 2016 047 β γ α / α / 048 Vol.69-1 January 2016 π π π / CHEMISTRY & CHEMICAL INDUSTRY Vol.69-1 January 2016 049 β 050 Vol.69-1

More information

1 1 2 65

1 1 2 65 3 3 2000 6 14 2 30 4 2 1 1 2 65 1!?? < > 3 2 2 100 19 19 100 100 100 < > 19 2 2 2 2 < > 2000 2000 50 1945 5 50 1945 5 45 20 20 4 1945 4 5 5 5 100 50 20 5 2 20 5 20 5 5 6 20 6 19 5 5 6 5 6 2 20 6 21

More information

... 3... 3... 3... 3... 4... 7... 10... 10... 11... 12... 12... 13... 14... 15... 18... 19... 20... 22... 22... 23 2

... 3... 3... 3... 3... 4... 7... 10... 10... 11... 12... 12... 13... 14... 15... 18... 19... 20... 22... 22... 23 2 1 ... 3... 3... 3... 3... 4... 7... 10... 10... 11... 12... 12... 13... 14... 15... 18... 19... 20... 22... 22... 23 2 3 4 5 6 7 8 9 Excel2007 10 Excel2007 11 12 13 - 14 15 16 17 18 19 20 21 22 Excel2007

More information

330

330 330 331 332 333 334 t t P 335 t R t t i R +(P P ) P =i t P = R + P 1+i t 336 uc R=uc P 337 338 339 340 341 342 343 π π β τ τ (1+π ) (1 βτ )(1 τ ) (1+π ) (1 βτ ) (1 τ ) (1+π ) (1 τ ) (1 τ ) 344 (1 βτ )(1

More information

http://banso.cocolog-nifty.com/ 100 100 250 5 1 1 http://www.banso.com/ 2009 5 2 10 http://www.banso.com/ 2009 5 2 http://www.banso.com/ 2009 5 2 http://www.banso.com/ < /> < /> / http://www.banso.com/

More information

PowerPoint プレゼンテーション

PowerPoint プレゼンテーション 0 1 2 3 4 5 6 1964 1978 7 0.0015+0.013 8 1 π 2 2 2 1 2 2 ( r 1 + r3 ) + π ( r2 + r3 ) 2 = +1,2100 9 10 11 1.9m 3 0.64m 3 12 13 14 15 16 17 () 0.095% 0.019% 1.29% (0.348%) 0.024% 0.0048% 0.32% (0.0864%)

More information

H28.4 / 11 28 7 1 28 28 1 27 29 30 4 1 29 5 5 2 2 1 2 2 28 3 1 28 http://www.city.saitama.jp/005/001/018/003/p036471.html 2 28 7 11 28 8 31 3 CD DVD 4 4 5 7 11 8 31 9 1 9 30 10 1 10 31 11 1 11

More information

2

2 1 2 10 14 945 3000 2012 3 10 4 5 6 7 8 9 10 11 12 2011 11 21 12301430 (1215 ) 13 6 27 17 () ( ) ( ) (112360) 2 (1157) (119099) ((11861231) )( ) (11641205) 3 (1277) 3 4 (1558) (1639)() 12 (1699)( ) 7 (1722)

More information

n=360 28.6% 34.4% 36.9% n=360 2.5% 17.8% 19.2% n=64 0.8% 0.3% n=69 1.7% 3.6% 0.6% 1.4% 1.9% < > n=218 1.4% 5.6% 3.1% 60.6% 0.6% 6.9% 10.8% 6.4% 10.3% 33.1% 1.4% 3.6% 1.1% 0.0% 3.1% n=360 0% 50%

More information

7 27 7.1........................................ 27 7.2.......................................... 28 1 ( a 3 = 3 = 3 a a > 0(a a a a < 0(a a a -1 1 6

7 27 7.1........................................ 27 7.2.......................................... 28 1 ( a 3 = 3 = 3 a a > 0(a a a a < 0(a a a -1 1 6 26 11 5 1 ( 2 2 2 3 5 3.1...................................... 5 3.2....................................... 5 3.3....................................... 6 3.4....................................... 7

More information

荳也阜轣ス螳ウ蝣ア蜻・indd

荳也阜轣ス螳ウ蝣ア蜻・indd 1 2 3 CHAPTER 1 4 CHAPTER 1 5 6CHAPTER 1 CHAPTER 1 7 8CHAPTER 1 CHAPTER 2 9 10CHAPTER 2 CHAPTER 2 11 12 CHAPTER 2 13 14CHAPTER 3 CHAPTER 3 15 16CHAPTER 3 CHAPTER 3 17 18 CHAPTER 4 19 20CHAPTER 4 CHAPTER

More information

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

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 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 information

項 目

項 目 1 1 2 3 11 4 6 5 7,000 2 120 1.3 4,000 04 450 < > 5 3 6 7 8 9 4 10 11 5 12 45 6 13 E. 7 B. C. 14 15 16 17 18 19 20 21 22 23 8 24 25 9 27 2 26 6 27 3 1 3 3 28 29 30 9 31 32 33 500 1 4000 0 2~3 10 10 34

More information

32 1 7 1 20 ( ) [18 30] [21 00] 2 3 ( ( ) ) ( ) 4 1 2 95 ( 7 3 2 ) 1 2 3 2 a b

32 1 7 1 20 ( ) [18 30] [21 00] 2 3 ( ( ) ) ( ) 4 1 2 95 ( 7 3 2 ) 1 2 3 2 a b 31 1 7 1 ( ) [18 35] [20 40] 2 3 ( ( ) ) ( ) 4 1 2 1 22 1 2 a b T T A c d 32 1 7 1 20 ( ) [18 30] [21 00] 2 3 ( ( ) ) ( ) 4 1 2 95 ( 7 3 2 ) 1 2 3 2 a b 7 1 ( 34 ) 1 7 2 13 ( ) [18 20] [20 00] 2 4 7 3

More information

no

no 12 2004.9.3. no.234 2004.9.3. no.234 13 14 2004.9.3. no.234 2004.9.3. no.234 15 16 2004.9.3. no.234 2004.9.3. no.234 17 18 2004.9.3. no.234 19 2004.9.3. no.234 20 2004.9.3. no.234 21 2004.9.3. no.234 22

More information

270万回再生レポート

270万回再生レポート 270 270 2 2 Keynote(Mac) Camtasia PC VIdeo5 Point 2 Point 15 2 Point Point ) (2 2 3 2 3 Point 2 4 3 2 1 OK 100 4 10 20 2 75% Point 4 3 SEX Point SEX SEX SEX 2 SEX Point 2 2500 Point ( 100 Point

More information

取扱説明書

取扱説明書 ED-601 ED-501 ED-401 2 3 4 23 14 5 6 18 10 7 1 2 6 3 4 8 9 16 16 16 12 1 2 18 10 2 1 5 12 11 1 2 1 2 12 1 2 13 16 14 3 2 4 1 1 2 16 3 4 18 15 1 2 16 2 3 1 1 2 3 18 17 18 22 19 D A C 20 A B 22 B C D 22

More information

JA2008

JA2008 A1 1 10 vs 3 2 1 3 2 0 3 2 10 2 0 0 2 1 0 3 A2 3 11 vs 0 4 4 0 0 0 0 0 3 6 0 1 4 x 11 A3 5 4 vs 5 6 5 1 0 0 3 0 4 6 0 0 1 0 4 5 A4 7 11 vs 2 8 8 2 0 0 0 0 2 7 2 7 0 2 x 11 A5 9 5 vs 3 10 9 4 0 1 0 0 5

More information

untitled

untitled 280 200 5 7,800 6 8,600 28 1 1 18 7 8 2 ( 31 ) 7 42 2 / / / / / / / / / / 1 3 (1) 4 5 3 1 1 1 A B C D 6 (1) -----) (2) -- ()) (3) ----(). ()() () ( )( )( )( ) ( ) ( )( )( )( ) () (). () ()() 7 () ( ) 1

More information

untitled

untitled 10 log 10 W W 10 L W = 10 log 10 W 10 12 10 log 10 I I 0 I 0 =10 12 I = P2 ρc = ρcv2 L p = 10 log 10 p 2 p 0 2 = 20 log 10 p p = 20 log p 10 0 2 10 5 L 3 = 10 log 10 10 L 1 /10 +10 L 2 ( /10 ) L 1 =10

More information

2012_05_GLK_cover.indd

2012_05_GLK_cover.indd c %& r Z \ W W n q & F % % & & % & & % % % & % & % & % & % & % & F F % % % & & & & % & A

More information

™…

™… 2/10 15 2010. No1362 1 1 216315 91430 Q A & 0.23% 1 1.4% 04-7120-2020 050-5540-2023 Q A & 1 1 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 1 1 2 3 4 5 6 7 8 9 10

More information

2.8% 2.0% 2.4% 2.4% 0.4% 0.1% 0.3% 0.5% 3.8% 5.6% 25.6% 29.3% 64.6% 60.0% 1

2.8% 2.0% 2.4% 2.4% 0.4% 0.1% 0.3% 0.5% 3.8% 5.6% 25.6% 29.3% 64.6% 60.0% 1 2.8% 2.0% 2.4% 2.4% 0.4% 0.1% 0.3% 0.5% 3.8% 5.6% 25.6% 29.3% 64.6% 60.0% 1 16 24 21 20 20 23 10 11 9 10 3 3 3 2 3 1 3 4 6 8 2 0 1 2 3 4 5 6 0 1 2 3 4 5 6 0 1 2 3 4 5 6 3 4 Q & A Q1 A1 Q2 A2 Q3 A3 7

More information

bumon_pro.indd

bumon_pro.indd q w e r t y u i o!0 !1!2!3 !4!5!6 !7!8!9 @0 @1 @2 @3 @4 @5 @6 @7 @8 @9 #0 #1 #2 #3 #4 #5 #6 #7 #8 #0 $0 $1 $2 $3 $4 $5 $6 $7 $8 $9 %0 %1 %2 %3 %4 %5 %6 %7 %8 %9 ^0 ^1 ^2 ^3 ^4 ^5 ^6 ^7 ^8 ^9 &0 &1 &2

More information

‡o‡P†C‡P‡Q”R„û†^‡P†C‡P‡Q

‡o‡P†C‡P‡Q”R„û†^‡P†C‡P‡Q ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, Q & A ,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,

More information

EPSON

EPSON B K L & & & & & & & & L & & & & & & & K & & & & & L L L & & & K L L L & & L L L & & & & & & & & & & & & & & & & & & & & & & & & & & & L & K L K & & & & & & & L L & & L & & L L & & & & &

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