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
Graphs in Data Science @ Big Data Canarias 2014...
Search
Alberto Perdomo
June 16, 2014
Technology
4
140
Graphs in Data Science @ Big Data Canarias 2014 (ULL)
Alberto Perdomo
June 16, 2014
Tweet
Share
More Decks by Alberto Perdomo
See All by Alberto Perdomo
GrapheneDB: Neo4j as a service @ GraphConnect London 2013
albertoperdomo
0
170
GrapheneDB: Neo4j as a service @ GraphConnect SF 2013
albertoperdomo
0
30
Graph databases
albertoperdomo
1
180
Rails for Mobile Devices @ Conferencia Rails 2011
albertoperdomo
3
210
Other Decks in Technology
See All in Technology
どこで動かすか、誰が動かすか 〜 kintoneのインフラ基盤刷新と運用体制のシフト 〜
ueokande
0
170
夢の印税生活 / Life on Royalties
tmtms
0
270
KiroでGameDay開催してみよう(準備編)
yuuuuuuu168
1
110
AIとTDDによるNext.js「隙間ツール」開発の実践
makotot
4
110
ZOZOTOWNフロントエンドにおけるディレクトリの分割戦略
zozotech
PRO
11
3.5k
ABEMAにおける 生成AI活用の現在地 / The Current Status of Generative AI at ABEMA
dekatotoro
0
610
人を動かすことについて考える
ichimichi
2
300
[OCI Technical Deep Dive] AI時代に最適なオラクルのData Platformの特徴とAI拡張分析(2025年8月5日開催)
oracle4engineer
PRO
2
100
モダンな現場と従来型の組織——そこに生じる "不整合" を解消してこそチームがパフォーマンスを発揮できる / Team-oriented Organization Design 20250825
mtx2s
4
450
Delegate authentication and a lot more to Keycloak with OpenID Connect
ahus1
0
240
Observability for LLM Application lifecycle
ivry_presentationmaterials
1
220
Rethinking Incident Response: Context-Aware AI in Practice - Incident Buddy Edition -
rrreeeyyy
0
130
Featured
See All Featured
Balancing Empowerment & Direction
lara
2
580
Designing for Performance
lara
610
69k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
46
7.6k
The Power of CSS Pseudo Elements
geoffreycrofte
77
5.9k
Fireside Chat
paigeccino
39
3.6k
Why Our Code Smells
bkeepers
PRO
338
57k
Site-Speed That Sticks
csswizardry
10
780
JavaScript: Past, Present, and Future - NDC Porto 2020
reverentgeek
50
5.5k
Build The Right Thing And Hit Your Dates
maggiecrowley
37
2.8k
Become a Pro
speakerdeck
PRO
29
5.5k
Being A Developer After 40
akosma
90
590k
The Illustrated Children's Guide to Kubernetes
chrisshort
48
50k
Transcript
GRAPHS IN DATA SCIENCE by Alberto Perdomo
OF THE 21ST CENTURY Harvard Business Review SEXIEST JOB
None
None
LARGE Datasets
COMPLEX Datasets
NETWORKS
GRAPHS
http://blog.linkedin.com/2011/01/24/linkedin-inmaps/
PATTERNS EXTRACT
GRAPH THEORY
None
Triadic Closure
FRIENDS FRIENDS FRIENDS A C B
Structural balance
ENEMIES FRIENDS A FRIENDS ??! B C
ENEMIES FRIENDS ENEMIES ! A C B
Bridges
BRIDGE
None
Paths
None
NEO4J
:User :Artist :User username: “adam” username: “michael” name: “Rolling Stones”
since: “2013-08-02” :FRIENDS_WITH :LIKES :LIKES
[email protected]
| @albertoperdomo
Graph Algos
None
CYPHER IN 2 MINUTES
( )
a (a)
a (a:User) :User
a (a:User {username: “adam”}) :User username: “adam”
(a)-->(b) a b
( )—->( )<—-( )
( )—->( )—-( )
(a)-[:LIKES]->(b) a b :LIKES
(a:User)-[:LIKES]->(b) a b :LIKES :User
MATCH (a:User)-[:LIKES]->(b) RETURN b
GO!
username: “adam” username: “michael” :User :Business :User name: “Momofuku” :FRIENDS_WITH
:LIKES :IS_A :BusinessCategory name: “Japanese Restaurant” :Neighbourhood name: “Manhattan” :City name: “NYC” :BusinessCategory name: “Restaurant” :IS_A :IS_IN :IS_IN
RETURN r MATCH (u:User {username:”adam"})-[:FRIENDS_WITH]-(f), (f)-[:LIKES]->(r:Restaurant)-[:IS_IN]->(:City {name:”NYC"})
[email protected]
| @albertoperdomo Slide by Alistair Jones - @apcj (Neo
Technology)
USE CASES
SOCIAL NETWORKS 44
BIOINFORMATICS 45
PHARMACOLOGY & MEDICINE 46
GEOSPATIAL 47
BUSINESS INTELLIGENCE 48
TELCO 49
FINANCE 50
AND MUCH MORE… 51
CURIOUS?
neo4j.com 53
[email protected]
| @albertoperdomo GrapheneDB
[email protected]
| @albertoperdomo www.graphenedb.com
@albertoperdomo
[email protected]
THANKS!