X-means in Rapid MIner Go

Chemical_engChemical_eng Member Posts: 12 Contributor II
I have 2 questions about X-means algorithm in Rapid miner Go : 
1. How does it handle categorical variables? 
2. Does it perform automatic normalization of numerical variables or should I do this beforehand? 
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Best Answer

  • aleboalebo Employee, Member Posts: 15 RM Product Management
    edited February 25 Solution Accepted
    Dear @Chemical_eng,

    1. We use one-hot encoding on categorical columns, as long as the number of values is below 50. Any column with more is removed.
    2. Yes, the method we use for normalization is called Z-transformation. You can learn more about it here: link under Parameters / method.

    After doing these (and more) preparation steps, we run x-means algorithm. Then the cluster result column (called Groups) is appended back to the original data for easier interpretability.

    Regards,
    Andras
    Chemical_eng

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