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What does this cluster plot explain?

User: "kayvanjoo"
New Altair Community Member
Updated by Jocelyn

Hello, I am doing clustering using X-mean thhat yields into 4 cluster and in my results I have one centroid table and also a plot option which looks as in picture.

Can comeone kindly explain what does the plot is describing? I couldn't really figure it out by the first look! I guess it showed the features that have been used for clustering and their range...but it doesn't make sense with its shape so I donno 

Thanks a lot!Plot First Cluster.png

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    User: "IngoRM"
    New Altair Community Member
    Accepted Answer

    Hi,

     

    No.  Each line in the plot shows the values of the centroid of your clusters.  Think about how k-means (and other centroid-based clustering mechanisms) work.  They determine the centroids for each of the k clusters and assign all data points to their nearest centroids.  In this sense the centroids can be seen as prototypical for your clusters.

     

    The plot now shows for all your columns (in a so-called "parallel plot") where those cluster centroids are located.  This allows you to understand things like

     

    1. where do the clusters differ most (which attributes are important for which cluster)
    2. where do the clusters not differ (all clusters have basically the same values for certain attributes)
    3. how "complex" are the differences between the clusters, i.e. do you need a lot of attributes to differentiate the clusters or only a few

    Hope this helps,

    Ingo