Mathematics and Social Networks

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Mathematics and Social Networks Mason A. Porter (applied mathematics tutor)

Transcript of Mathematics and Social Networks

Page 1: Mathematics and Social Networks

Mathematics and Social Networks

Mason A. Porter (applied mathematics tutor)

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What is a network? A network consists of nodes representing entities. Nodes are connected by edges representing ties between the entities.

Examples:

Individuals connected by Facebook “friendships”.

Web pages connected by hyperlinks.

Contiguous cities on a train route.

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Networks are Everywhere

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“When we understand this slide, we’ll have won the war.”

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More Brains

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Types of Networks

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Representing a Network

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Goals of “Network Science”

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Basic Principles

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Small Worlds 6 degrees of separation (psychologist Stanley Milgram)

6 degrees of Kevin Bacon

Erdös numbers

Mathematical models developed starting in late 1990s to study this (starting with Watts & Strogatz, 1998)

How to navigate small worlds?

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One way to try to understand the large-scale structure of networks is to group nodes into “communities” in which the nodes have a lot of ties

among themselves (e.g. students in Somerville College)

Finding such groupings require the development of computer algorithms, which is one of the things that my students and I study.

Facebook Friendship Networks

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Facebook Networks

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Develop and use computer algorithms to group circles of friends in an automated fashion.

The problem is both very difficult and very interesting.

Detecting Communities

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There are equations.

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Princeton: Class Year & Major

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Quantitative Comparisons

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How do universities organize?

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What do you think?

What does this tell us about

how Facebook works?

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Student project by Yulian Ng (Somerville, 4th year, Mathematics)

I have advised many undergraduate research projects in networks, and there will be many more in the future. So this opportunity

awaits you if you come here.

Application to Epidemics

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Application to Finance

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Some exchange rates changed roles in the network right when the Credit Crunch began!

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One can also study things like voting networks, such as voting on resolutions in the United Nations General Assembly.

Voting Networks

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Configuration of Human Brain Networks During Learning

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[email protected] Questions?