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
ネットワーク科学 小さな世界のモデル
Search
hayashilab
July 03, 2020
Science
0
44
ネットワーク科学 小さな世界のモデル
network science2
hayashilab
July 03, 2020
Tweet
Share
More Decks by hayashilab
See All by hayashilab
ネットワーク科学 ネットワークが社会を支える
hayashilab
0
38
ネットワーク科学 蔓延する利己主義とScale-Free則
hayashilab
0
46
ネットワーク科学 構造と伝わりやすさ
hayashilab
0
40
ネットワーク科学 社会インフラのレジリエンス
hayashilab
0
52
ネットワーク科学 中心性とGoogleのPageRank
hayashilab
0
34
ネットワーク科学 空間システムデザイン
hayashilab
0
45
ネットワーク科学最前線2017 -インフルエンサーと機械学習からの接近-
hayashilab
1
35
Other Decks in Science
See All in Science
LayerXにおける業務の完全自動運転化に向けたAI技術活用事例 / layerx-ai-jsai2025
shimacos
4
21k
Text-to-SQLの既存の評価指標を問い直す
gotalab555
1
170
データマイニング - グラフ構造の諸指標
trycycle
PRO
0
250
2025-06-11-ai_belgium
sofievl
1
220
Algorithmic Aspects of Quiver Representations
tasusu
0
180
Collective Predictive Coding as a Unified Theory for the Socio-Cognitive Human Minds
tanichu
0
160
NASの容量不足のお悩み解決!災害対策も兼ねた「Wasabi Cloud NAS」はここがスゴイ
climbteam
1
330
KH Coderチュートリアル(スライド版)
koichih
1
58k
HajimetenoLT vol.17
hashimoto_kei
1
170
主成分分析に基づく教師なし特徴抽出法を用いたコラーゲン-グリコサミノグリカンメッシュの遺伝子発現への影響
tagtag
PRO
0
180
機械学習 - DBSCAN
trycycle
PRO
0
1.5k
データベース10: 拡張実体関連モデル
trycycle
PRO
0
1.1k
Featured
See All Featured
Neural Spatial Audio Processing for Sound Field Analysis and Control
skoyamalab
0
160
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.7k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
359
30k
Joys of Absence: A Defence of Solitary Play
codingconduct
1
290
A Modern Web Designer's Workflow
chriscoyier
698
190k
The World Runs on Bad Software
bkeepers
PRO
72
12k
From π to Pie charts
rasagy
0
120
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.2k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
31
9.9k
Breaking role norms: Why Content Design is so much more than writing copy - Taylor Woolridge
uxyall
0
160
From Legacy to Launchpad: Building Startup-Ready Communities
dugsong
0
140
The Art of Programming - Codeland 2020
erikaheidi
57
14k
Transcript
- - 2017 ( ) 1 / 20
1. ( ) , , , , , ( )
, , . ⇒ , 1967 , 2 , 5-6 . , , , 2007 ( ) 2 / 20
( ) 3 / 20
( ) 4 / 20
0 1 2 3 4 5 6 7 8 ,
7. 9 · 10 11 12 13 14 ( ) 5 / 20
Media Report ( ) 6 / 20
80 ( ) 0 (89) 1 (32) 2 (32) 3
(44) 4 (36) 5 (52) 6 (53) 7 (35) 8 (36) 9 (35) 1 10 (10) 11 (10) 12 (10) 13 (14) ( ) 7 / 20
It’s a Small World 6 , S.Milgram, Psychology Today 1,
1967. WWW 19 d = 0.35 + 2 log10 N, R.Albert et al., Nature 401, 1999. , , , ! : , , ( ) 8 / 20
2. Small World Model D.J.Watts and S.H.Strogatz, Nature, 393, 1998
( ) 9 / 20
L C D.J.Watts and S.H.Strogatz, Nature, 393, 1998 ( )
10 / 20
i Ci Ci def = i ki (ki − 1)/2
. C C def = 1 N i Ci . L ( ) 11 / 20
p(k) , l ∼ O(log N) l ≈ log Nl
k (knn − 2) log(knn − 1) , Nl l , knn def = k2 / k . , , , 2013 , pp.93-95. , , O(log N) . , √ N 2 √ N. ( ) 12 / 20
3. Scale-Free In A.L.Barab´ asi, LINKED, Perseus Pub., 2002 ⇒
( ) 13 / 20
SF → , , , , , AS , WWW,
, , , , ( ) 14 / 20
SF , 2 , x P(x) = Cx−γ SF .
[cm] [mm] , A x = Ay , P′(y) = C(Ay)−γ = C′y−γ, C′ = CA−γ, −γ . , . , x = x′ x′P(x′) , , ( ). ( ) 15 / 20
= Gutenberg-Richter Web , . , 7 , , 2007
( ) 16 / 20
Randon drift . 1 N individuals t=0 t=2 t=1 :
: : : : : 6 2 7 11 5 8 9 20 4 6 6 1 17 8 20 4 9 20 6 7 9 6 2 8 20 6 1 ( ) 17 / 20
http://marketingis.jp/archives/74 ( ) 18 / 20
4. 1 √ 2πσx exp − (log x − µ)2
2σ2 ( , , ⇒ , ( ) 19 / 20
n Xn an Xn = anXn−1 = anan−1 . .
. a1X0 = Πn i=1 ai X0, , log Xn = log an + log an−1 + . . . + log a0 + log X0, , ai log Xn , Xn . ( ( ) 20 / 20