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
38
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
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
因果推論と機械学習
sshimizu2006
1
1k
「遂行理論の未来」(松島斉教授最終講義記念セッションの発表資料)
shunyanoda
0
830
Amusing Abliteration
ianozsvald
1
150
白金鉱業Meetup_Vol.20 効果検証ことはじめ / Introduction to Impact Evaluation
brainpadpr
2
1.8k
Vibecoding for Product Managers
ibknadedeji
0
150
データベース12: 正規化(2/2) - データ従属性に基づく正規化
trycycle
PRO
0
1.1k
見上公一.pdf
genomethica
0
110
データマイニング - コミュニティ発見
trycycle
PRO
0
230
A Guide to Academic Writing Using Generative AI - A Workshop
ks91
PRO
1
250
Testing the Longevity Bottleneck Hypothesis
chinson03
0
230
データベース15: ビッグデータ時代のデータベース
trycycle
PRO
0
470
力学系から見た現代的な機械学習
hanbao
3
4k
Featured
See All Featured
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
davidcarrasco
0
97
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
0
180
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
47
8k
Between Models and Reality
mayunak
2
250
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
122
21k
The agentic SEO stack - context over prompts
schlessera
0
730
Agile that works and the tools we love
rasmusluckow
331
21k
What does AI have to do with Human Rights?
axbom
PRO
1
2.1k
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
360
30k
HU Berlin: Industrial-Strength Natural Language Processing with spaCy and Prodigy
inesmontani
PRO
0
300
How to audit for AI Accessibility on your Front & Back End
davetheseo
0
230
Automating Front-end Workflow
addyosmani
1370
200k
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