Graph Theory and its application in Social Network Analysis

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  • 7/25/2019 Graph Theory and its application in Social Network Analysis

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    G

    rapht

    heoryan

    d

    itsapplic

    ationsin

    socialne

    twork

    analysis

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    Social Networks Is a social structure, normally

    represented as a graph with: Individuals (or organisations) asnodes Relationships as edges e can usually learn a lot a!outpeople "rom studying their socialnetwork # social network analysis

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    $ses o" SocialNetwork

    %nalysis Epidemiology - to understand howpatterns of human contact aect thespread of diseases, such as HIV

    Marketing and fashion - to uncovernew trends and maor in!uencers "etworking - #nding an optimal wayof constructing a computernetwork, locate points of failure and

    $ottlenecks Intelligence - identifying insurgentnetworks and determining leadersand active cells %olla$orative &iltering - if your

    friends like something then there's agood chance you might like it too(

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    PRACTICAL ANALYSIS

    OF GRAPH THEORY

    )e use matrices to represent therelationships within the graph, this is anadjacency matrix, denoted g. gij indicatesrelationship status for nodes i and j

    * indicates a relationship, + indicates no

    relationship

    Each node has a

    degree, the number of

    other nodes it shares

    an edge with

    is degree

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    "ote that for the previous graph theadacency matri is symmetricala$out the diagonal as it is anundirected graph

    "otice. in the directed graph $elowthe ad matri is not symmetric

    "odes in directed

    graph have outdegree

    and indegree

    has outdegree of

    and indegree of *

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