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 ネットワークが社会を支える
Search
hayashilab
July 03, 2020
Science
39
0
Share
ネットワーク科学 ネットワークが社会を支える
network science1
hayashilab
July 03, 2020
More Decks by hayashilab
See All by hayashilab
ネットワーク科学 小さな世界のモデル
hayashilab
0
44
ネットワーク科学 蔓延する利己主義とScale-Free則
hayashilab
0
48
ネットワーク科学 構造と伝わりやすさ
hayashilab
0
42
ネットワーク科学 社会インフラのレジリエンス
hayashilab
0
53
ネットワーク科学 中心性とGoogleのPageRank
hayashilab
0
38
ネットワーク科学 空間システムデザイン
hayashilab
0
48
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
38
Other Decks in Science
See All in Science
データベース04: SQL (1/3) 単純質問 & 集約演算
trycycle
PRO
0
1.4k
Non-Gaussian, nonlinear causal discovery with hidden variables and application
sshimizu2006
0
120
Rashomon at the Sound: Reconstructing all possible paleoearthquake histories in the Puget Lowland through topological search
cossatot
0
930
先端因果推論特別研究チームの研究構想と 人間とAIが協働する自律因果探索の展望
sshimizu2006
3
900
機械学習 - pandas入門
trycycle
PRO
0
580
次代のデータサイエンティストへ~スキルチェックリスト、タスクリスト更新~
datascientistsociety
PRO
3
41k
生成AIの現状と展望
tagtag
PRO
0
120
AIに仕事を奪われる 最初の医師たちへ
ikora128
0
1.1k
凸最適化からDC最適化まで
santana_hammer
1
390
タンパク質間相互作⽤を利⽤した⼈⼯知能による新しい薬剤遺伝⼦-疾患相互作⽤の同定
tagtag
PRO
0
210
AI(人工知能)の過去・現在・未来 —AIは人間を超えるのか—
tagtag
PRO
1
280
共生概念の整理と AIアライメントの構想
hiroakihamada
0
200
Featured
See All Featured
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
cargoodrich
3
700
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
katarinadahlin
PRO
1
3.6k
Getting science done with accelerated Python computing platforms
jacobtomlinson
2
210
The Curse of the Amulet
leimatthew05
1
12k
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
1
220
Abbi's Birthday
coloredviolet
2
7.7k
Context Engineering - Making Every Token Count
addyosmani
9
900
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
1
260
Noah Learner - AI + Me: how we built a GSC Bulk Export data pipeline
techseoconnect
PRO
0
180
DevOps and Value Stream Thinking: Enabling flow, efficiency and business value
helenjbeal
1
190
The untapped power of vector embeddings
frankvandijk
2
1.7k
Why Mistakes Are the Best Teachers: Turning Failure into a Pathway for Growth
auna
0
140
Transcript
2017 ( ) 1 / 26
1. ( ) 2 / 26
( ) 3 / 26
2013 ( ) 4 / 26
https://creativecommons.jp/ ( ) 5 / 26
Schneider Araujo Havlin Harmann Buldyrev Parshani Paul Stanley Watts Strogatz
Barabasi Albert Dorogovtsev Mendes Pastor-Satorras Vespignani Barrat Barthelemy Cohen Konnno Ide Takei Masuda Newman Krapivsky Redner Leyvraz Jeong Bianconi Ben-Naim Kuninaka Matsushita Kobayashi Yook Gastner ben-Avraham Rozenfeld Warren Sander Sokolov Hayashi Ono Xulvi-Brunet Sen Manna Nandi Kalisky Kim.S.H Zhou.T Yan Wang.B.-H Goltsev Samukhin Wang.L Du Dai Sun Zhang Zhou.S Su Guan Cancho Sole Flammini Helbing Keltsch Molnar Tero Takagi Saigusa Ito Bebber Fricker Yumiki Kobayashi Nakagaki Meguro Rajan Chandra Reddy Hiremath Fan Liu Sinha Matsukubo Andrade.Jr Andrade Silva Rong Comellas Guo Vieira Chen.L Fang Auto Moreria Xie Qi Kim.P.J Eliazar Wang.J Provan Rui Ban Haas Ashton Jarret Johnson Fricker Holme Xuan Du Yu Chen.G Miyazaki Stoyan Kendall Mecke Nagel Ohser Weiss Okabe Boots Sugihara Chiu Komaki Machida Viswanathan daLuz Raposo Santos Lammer Gehlsen Masucci Smith.D Batty Chan Donner Bitner Holyst Fialkowski Katsuragi Sugino Honjo Ishii Delaney Hutzler Aste Lee Gonzalez Hidalgo Smith.E.R Everret Kim.J Kahng Isolatov Yuryev Yang Lou Chen.G Chen.S.Y Huang Wu Tanizawa Mitra Dubey Ganguly Dovrolis Dhamdhere Karbhari Ammar Raj Riley Bentley Hahn Shennan Guimera Diaz-Guilera Vega-Redondo Cabrales Arenas Ercsy-Ravasz Lichenwalter Chawla Toroczkai Freeman Borgatti White Dolev Elovici Puzis Stumpf Wiuf May Pajek , , 2014 ( ) 6 / 26
? , , , . , V = {1 ,
2 , . . . , i , j , . . . , n} i-j E = {eij } (V , E) . , , , ( ) ( ) 7 / 26
2. : . . . 2003 8 14 , 2004
3 (NERC “August 14 2003 Blackout”), , , IEEJ 2003 8 ( ) 8 / 26
Blackout in US 2003 16:06 16:08:57 16:10:37 16:10:38 16:10:39 16:10:44
16:10:45 16:13 ( ) 9 / 26
Avalanche Dynamics in Internet(AS) ( ) 10 / 26
3. Supervisory Control And Data Acquisition (SCADA) J.Gao, D.Li, and
S.Havlin, National Science Review 1, Special Topic: Network Science, 2014. ( ) 11 / 26
: , , , Science 325,2009 Special Issue: Complex Systems
and Networks NetONets2011 in Int.Conf. NetSci2011 System Risk and Infrastructual Interdependencies ⇒ , , ( ) 12 / 26
. . . , , J.K.Mitchell( ), , , 2006.
( ) 13 / 26
4. , , , , . . , , (
) , , , ( ) , . , , ⇒ ! ( ) 14 / 26
+ + . . . ⇒ ( ) 15 /
26
5. . ( ) · ( ) , , ,
, , , . ( ) 16 / 26
Self-Organization ⇒ F.Dressler, Self-Organization in Sensor and Actor Networks, John
Wiley & Sons. 2007 ( ) 17 / 26
Micro-Macro Interaction BZ WWW · · ( ) 18 /
26
Belousov-Zhabotinsky http://news.livedoor.com/article/detail/6052570/ http://www.goinkyo.jp/isaoa/clip/?i=2011/11/17-165806 ( ) 19 / 26
http://www.brh.co.jp/seimeishi/journal/054/research 11 2.html ( ) 20 / 26
autonomous behavior control: loose coppling subsystems: , no global state
maintenance: no global synchronization: strong dependence on the environment: possibly cluster-based collabolation: ( ) 21 / 26
. . . . . . Resource acess, Transparency, Scalability
( ) 22 / 26
1 2 3 4 5 O.Brafman, and R.A. Beckstrom ,
21 , 2007, BP ( ) 23 / 26
http://www.seibutsushi.net/blog/2008/03/414.html http://blogs.yahoo.co.jp/taka3829origin/6339213.html ( ) 24 / 26
× × × × × × × × × ×
( ) 25 / 26
6. : : - - · , , , (
) 26 / 26