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
27
Graph databases
albertoperdomo
1
180
Rails for Mobile Devices @ Conferencia Rails 2011
albertoperdomo
3
210
Other Decks in Technology
See All in Technology
Java で学ぶ 代数的データ型
ysknsid25
1
870
AIの電力問題を概観する
rmaruy
1
220
Contract One Dev Group 紹介資料
sansan33
PRO
0
6k
DevOpsDays Taipei 2025 -- Creating Awesome Change in SmartNews!
martin_lover
0
160
面接を通過するためにやってて良かったこと3選
sansantech
PRO
0
140
令和最新版TypeScriptでのnpmパッケージ開発
lycorptech_jp
PRO
0
110
組織とセキュリティ文化と、自分の一歩
maimyyym
3
1.2k
Javaアプリケーションの配布とパッケージング / Distribution and packaging of Java applications
hogelog
1
380
NW運用の工夫と発明
recuraki
1
800
大手企業のAIツール導入の壁を越えて:サイバーエージェントのCursor活用戦略
gunta
23
6.7k
Swiftは最高だよの話
yuukiw00w
2
290
積み上げられた技術資産と向き合いながら、プロダクトの信頼性をどう守るか
plaidtech
PRO
0
980
Featured
See All Featured
StorybookのUI Testing Handbookを読んだ
zakiyama
30
5.8k
Statistics for Hackers
jakevdp
799
220k
Building Applications with DynamoDB
mza
95
6.4k
A Modern Web Designer's Workflow
chriscoyier
693
190k
Optimizing for Happiness
mojombo
378
70k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
129
19k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
34
3k
Product Roadmaps are Hard
iamctodd
PRO
53
11k
Stop Working from a Prison Cell
hatefulcrawdad
269
20k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
5
620
Unsuck your backbone
ammeep
671
58k
Practical Orchestrator
shlominoach
188
11k
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!