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MK99 – Big Data 1 
Big data & cross-platform analytics 
MOOC lectures Pr. Clement Levallois
MK99 – Big Data 2 
A primer on network analysis for business 
• 
Network 
- A dataset made of entities and their relationships 
• 
Quasi synonym: 
– 
Graph
MK99 – Big Data 3 
This is a network
MK99 – Big Data 4 
Social networks 
Source: http://www.minanacheva.com/getting-visual-with-facebook-data/ 
Network of friends on Facebook
MK99 – Big Data 5 
But also network of products 
Source: http://arxiv.org/abs/1111.3919 
“Recipe recommendation using ingredient networks”
MK99 – Big Data 6 
Or network of terms in a text 
“Journal Editorials give indication of driving science issues” 
Source: http://www.nature.com/nature/journal/v463/n7278/full/463157a.html 
Visualization created with VosViewer 
http://www.vosviewer.com
MK99 – Big Data 7 
Networks can be huge 
50,000 Twitter accounts of Swedish speakers 
Source: http://twittercensus.se/graph2013/ 
In a non visual way: “The Anatomy of the Facebook Social Graph” (2011) 
-> study of 721 million active Facebook users and the 69 billion friendship links connecting them
MK99 – Big Data 8 
A note on the terminology 
X 
Y 
A “node” 
(also called a vertex, plural vertices). 
An “edge” 
(or a tie, or a link…) 
A directed network 
(the direction of the relation matters) 
An undirected network 
(the direction of the relation does not matter) 
A weighted network 
(the edges have a “strength” represented by a numerical value) 
3 
Y was born in … 
Y’s marital status is … 
Y’s latitude is … 
Y’s longitude is … 
Nodes attributes 
(NB: edges can have attributes too!)
MK99 – Big Data 9 
Networks: what use for business?
MK99 – Big Data 10 
Segmentation 
Same network, with segments highlighted 
Car drivers and their similarities 
Families with young children 
Single men with sports tastes 
Professionals who need pick-ups
MK99 – Big Data 11 
Finding key players 
Same network, with key players highlighted 
A social network 
Key player? 
Gate keeper?
MK99 – Big Data 12 
Understanding info spread 
1. initial tweet 
2. one retweet 
3. retweets of the retweet 
4. 3rd degree of propagation 
Initial tweet: 
@seinecle: “sentiment analysis on Twitter for free... finally put back online:t.co/YnAkiEIROq” 
Service provided by http://wdmtg.com
MK99 – Big Data 13 
Full dynamics, incl. for large networks 
Video of the Dutch interbank money market: 
all transactions, 2008-2013. 
http://youtu.be/YvauCrHGWYc
MK99 – Big Data 14 
Network visualizations in these slides were created with:
MK99 – Big Data 15 
This slide presentation is part of a course offered by EMLYON Business School (www.em-lyon.com) 
Contact Clement Levallois (levallois [at] em-lyon.com) for more information.

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A Primer on Network Analysis for Business

  • 1. MK99 – Big Data 1 Big data & cross-platform analytics MOOC lectures Pr. Clement Levallois
  • 2. MK99 – Big Data 2 A primer on network analysis for business • Network - A dataset made of entities and their relationships • Quasi synonym: – Graph
  • 3. MK99 – Big Data 3 This is a network
  • 4. MK99 – Big Data 4 Social networks Source: http://www.minanacheva.com/getting-visual-with-facebook-data/ Network of friends on Facebook
  • 5. MK99 – Big Data 5 But also network of products Source: http://arxiv.org/abs/1111.3919 “Recipe recommendation using ingredient networks”
  • 6. MK99 – Big Data 6 Or network of terms in a text “Journal Editorials give indication of driving science issues” Source: http://www.nature.com/nature/journal/v463/n7278/full/463157a.html Visualization created with VosViewer http://www.vosviewer.com
  • 7. MK99 – Big Data 7 Networks can be huge 50,000 Twitter accounts of Swedish speakers Source: http://twittercensus.se/graph2013/ In a non visual way: “The Anatomy of the Facebook Social Graph” (2011) -> study of 721 million active Facebook users and the 69 billion friendship links connecting them
  • 8. MK99 – Big Data 8 A note on the terminology X Y A “node” (also called a vertex, plural vertices). An “edge” (or a tie, or a link…) A directed network (the direction of the relation matters) An undirected network (the direction of the relation does not matter) A weighted network (the edges have a “strength” represented by a numerical value) 3 Y was born in … Y’s marital status is … Y’s latitude is … Y’s longitude is … Nodes attributes (NB: edges can have attributes too!)
  • 9. MK99 – Big Data 9 Networks: what use for business?
  • 10. MK99 – Big Data 10 Segmentation Same network, with segments highlighted Car drivers and their similarities Families with young children Single men with sports tastes Professionals who need pick-ups
  • 11. MK99 – Big Data 11 Finding key players Same network, with key players highlighted A social network Key player? Gate keeper?
  • 12. MK99 – Big Data 12 Understanding info spread 1. initial tweet 2. one retweet 3. retweets of the retweet 4. 3rd degree of propagation Initial tweet: @seinecle: “sentiment analysis on Twitter for free... finally put back online:t.co/YnAkiEIROq” Service provided by http://wdmtg.com
  • 13. MK99 – Big Data 13 Full dynamics, incl. for large networks Video of the Dutch interbank money market: all transactions, 2008-2013. http://youtu.be/YvauCrHGWYc
  • 14. MK99 – Big Data 14 Network visualizations in these slides were created with:
  • 15. MK99 – Big Data 15 This slide presentation is part of a course offered by EMLYON Business School (www.em-lyon.com) Contact Clement Levallois (levallois [at] em-lyon.com) for more information.