Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
わかパタ chapter3
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Masamune Kobayashi
February 05, 2018
Science
0
66
わかパタ chapter3
研究室での勉強会に用いた資料です
Masamune Kobayashi
February 05, 2018
Tweet
Share
Other Decks in Science
See All in Science
People who frequently use ChatGPT for writing tasks are accurate and robust detectors of AI-generated text
rudorudo11
0
190
(2025) Balade en cyclotomie
mansuy
0
440
良書紹介04_生命科学の実験デザイン
bunnchinn3
0
110
Rashomon at the Sound: Reconstructing all possible paleoearthquake histories in the Puget Lowland through topological search
cossatot
0
490
Kaggle: NeurIPS - Open Polymer Prediction 2025 コンペ 反省会
calpis10000
0
370
Optimization of the Tournament Format for the Nationwide High School Kyudo Competition in Japan
konakalab
0
140
Vibecoding for Product Managers
ibknadedeji
0
130
2025-05-31-pycon_italia
sofievl
0
140
動的トリートメント・レジームを推定するDynTxRegimeパッケージ
saltcooky12
0
250
データベース14: B+木 & ハッシュ索引
trycycle
PRO
0
660
中央大学AI・データサイエンスセンター 2025年第6回イブニングセミナー 『知能とはなにか ヒトとAIのあいだ』
tagtag
PRO
0
120
MCMCのR-hatは分散分析である
moricup
0
590
Featured
See All Featured
Navigating the moral maze — ethical principles for Al-driven product design
skipperchong
2
240
ReactJS: Keep Simple. Everything can be a component!
pedronauck
666
130k
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.2k
Leading Effective Engineering Teams in the AI Era
addyosmani
9
1.6k
How to audit for AI Accessibility on your Front & Back End
davetheseo
0
180
The Art of Programming - Codeland 2020
erikaheidi
57
14k
Are puppies a ranking factor?
jonoalderson
1
2.7k
End of SEO as We Know It (SMX Advanced Version)
ipullrank
3
3.9k
Lightning Talk: Beautiful Slides for Beginners
inesmontani
PRO
1
440
Everyday Curiosity
cassininazir
0
130
Producing Creativity
orderedlist
PRO
348
40k
Bash Introduction
62gerente
615
210k
Transcript
3
.- - > 2
1 [1] - . 3 9 > 3
1 [1] - . 3 4 !" #$ !% !&
… !" (#$ ) !& (#$ ) !% (#$ ) … )&$ )%$ )"$ … 1* #" , #% , ⋯, #- !. (#$ ))> ).$ ( ) ).$ > )0$ 1 ≠ 3 35 #$ ∈ 7.
1 [1] - . 3 5 3 !" ( ,
> #$" = &$ !" − )$" , *" ) :( *" +, , +. , ⋯ , +0 = , . ∑ #$" . 0 $2, = , . ∑ (&$ !" − )$" ). 0 $2, = , . ∑ (+$ 56" − )$" ). 0 $2, +7 2 6" 2
1 [1] - . 3 6 " " #$ ,
#& , ⋯ , #( = ∑ "+ (#$ , #& , ⋯ , #( ) . +/$ J 6( 4 > #1 5 2 26( "+ # = $ & (2 3+ − 5+ )& = $ & (# 67+ − 5+ )& ) 5+ 26( ) 5+ = 8 1 (3+ ∈ ;$ ) −1 (3+ ∈ ;& )
- 3 [2] 1-. 7 8 79 8 79 !
= ($% , $' , ⋯ , $) )+ ,(!) -, ( ,4 -, = /0 /! = ( /0 /12 , /0 /13 , ⋯ , /0 /14 )+ 8 79 , !' , !5 , ⋯ , !6 > 4 /0 /!7 = -8 , = 0 : = 1,2, ⋯ , = )3 /0 /!7 = ∑ /0? /!7 = @ AB' ∑ !8 +CA − E8A CA = 0 @ AB'
- 3 [2] 1-. 8 ) !×($ + 1) ()*++,-.
0! 9 /0 4 (pattern ≝ (89 , 8; , ⋯ , 8. )+ /0 ≝ /09 , /0; , ⋯ , /0. + (> = 1,2, ⋯ , A) 0 .30 ( 1 B C9 , C; , ⋯ , CD = 9 ; ∑ ‖()*++,-. C0 − /0 H ; D 0I9 JK JCL = ()*++,-. + ()*++,-. C0 − /0 = 0 0 . 0 ,3 (pattern 40>2
- 3 [2] 1-. 9 (4 !"#$$%&' $ !"#$$%&' )*
= !"#$$%&' $ ,* (. = 1,2, ⋯ , 3) 5. !"#$$%&' $ !"#$$%&') 5 ,5 )* = (!"#$$%&' $ !"#$$%&' )56!"#$$%&' $ ,* (. = 1,2, ⋯ , 3) ) 7 ,5 3 )* 5 1 > 8" ,*" ,5
1 [3] 3 -. "#$%%&'( % "#$%%&'( 2
> 2 10
11 !" # = !" − ' () (!" !"
− '*" ) (, = 1,2, ⋯ , 1) ) 1 = , 6 ' >( 1 [3] 3 -.
12 (, - ))7 1 7 >H ! " #
= !" − ' ()* (!+ = !" − ' ,"- .- (0 = 1,2, ⋯ , 5) 1 [3] 3 -. 78- 7!" = 78- 79" (.- ) : 79" (.- ) 7!" 78- 79" (.- ) = 9" .- − ;"- = ,"- 79" (.- ) 7!" = .- > (, - ))7
[1] 2. ) (( > H 1 !" ($% )
1 8 '" ( = * 1 (( > 0) 0 (( < 0) (0 = 1,2, ⋯ , 4) 1 > 1 - W > 13
[1] 2. " $ 14 & 1
#$ #% … … &' &( &) … … *$' *$( *$) ∑ , $ -. /$ (1) #3 0 #3 (&) #5 (&) #% (&) "'% 0 / 1 0 / 1 0 / 1 " ! #& 67
[1] 2. , 0> ! #$ %& > 0 (*
∈ ,$ ) #$ %& < 0 (* ∉ ,$ ) (0 = 1,2, ⋯ , 6) , 1 0 9 ) ! 7$ * = 1 78 * = 0 9 ≠ 0 (0, 9 = 1,2, ⋯ , 6) , 2 1 ( 15
[1] 2. ) (> !"# = % 1 ()# ∈
+" ) 0 ()# ∉ +" ) (/ = 1,2, ⋯ , 3) 2 !"# , )# ∈ +" +4 1 5 6" )# = 0, !"# = 1 64 )# = 1 , !4# = 0 (7 ≠ /) 16
[1] 2. 3 3 ! #$ % = #$ +
( ) *+ #, % = #, − ( ) *+ 2 - > 3 3 3 ) ((3 2H - > 3 17
23 . [2] . H > >f . H >
r 0 (, - ))> d> w W>o > > . > r > i 18
23 . [2] : > : > > > 19
> > ( - ) 20 … !" !# !$
… … > … … … … … … … … … … … … … … … … … … … … … … … 1 & ( … …
( ) (51 4 ! ( #$ 21 % &
' ℎ)$ = ∑ ,-) .-$ - .)$ = /) (ℎ)$ ) /) ℎ2$ .-$ .)$ .2$ ,-) ,)2 .-$ : >: % ℎ)$ : - >: ,-) : >: 2 ℎ)$
6 > " 2 6 #$ ) #$ = &
' ∑ (*+$ − -+$ )' + 7 6 # = ∑ #$ $ () 22
8 ! , ( 8 ( 2 ) ( 2
2> , ) 2 23 # $% & = #$% − )*%+ ,$+ -!+ -#$% = -!+ -ℎ%+ / -ℎ%+ -#$% *%+ = -!+ -ℎ%+ -ℎ%+ -#$% = ,$+
!"# 24 !$# = &'( &)*( = &'( &+*( ,
&+*( &)*( = &'( &+*( . $ /(ℎ $# ) ( ) 34# 35 $# = 5$# − 7$# ) 34# 35$# = 8 34# 3ℎ9# , 3ℎ9# 35$# 9 = 8 !9# :$9 9 34# 3ℎ 9# = !9# 3ℎ9# 35 $# = :$9
8 > "# $% & = ( 1 (& >
0) 0 (& < 0) (/ = 1,2, ⋯ , 3) 1 ) ( ) ) 25
)( 26 ! " = $ $%&'( (+,) !.(") =
!(")(1 − !("))
f "# , fHi "# % ℎ#' = )#' (1
− )#' ) .#' 3 2 .#' = ()#' − /#' ))#' (1 − )#' ) o 0 .1' 1 2#1 )#' (1 − )#' ) > d r 3 ) (( W - 3 27