dalila benachenhouppt

Getting to “So what?”

Dalila [email protected]

Source here

mailto:[email protected]

mailto:[email protected]

https://www.google.com/url?sa=i&rct=j&q=&esrc=s&source=images&cd=&ved=0CAcQjRxqFQoTCJv3lp6Vk8gCFVgWkgodKlwEAw&url=http://www.123rf.com/photo_18104653_cave-painting-of-primitive-man-hunting-for-mammoth.html&psig=AFQjCNGk3GrbQAlsr_Jrcwav0IsGvGsuOg&ust=1443304189897636

Power Grid:Cluster Coefficient = 0.10Average diameter = 19Exponential Power Law cutoffsNot Scale-fee

PGP Network: Cluster Coefficient = 0.38Average diameter = 7.5Scale-Free Network

New Member:Cluster Coefficient = 0.44Average diameter = 1.8Scale-Free Network

Dalila Benachenhou [email protected]

Louvain PartitioningHigh Dimensional Embedding Graph Layout

Communities in Mac N’Cheese Kamada kawai


Network vizualization is valuable

Random MAC Watts Strogatz(188,0.1,23)

0.18 0.44 0.56

Global Clustering Coefficient

CDF of Vertex Degree Vs. ParetoDistribution[238.13, 2.11, 1.69, 1.52]

Vertex Degrees

Adjacency Matrix

m Graph distance = 1.8

diameter = 3


Network Properties of Mac n Cheese

Text mining, network viz, network statistics, small worlds…cool and lots of work!!!

So What?

• Understand the design of exploration– HUnt, Gather, EAT

• Mac n Cheese network must make sense in applications:– Advertising & search– Menu consulting– Chipotle of Mac n

Cheese – menu and restaurant design

Source: NY Times

dalila benachenhouppt

Data & Analytics