Logistic Regression - Class Imbalance

已答覆 Logistic Regression - Class Imbalance

  • terça-feira, 7 de agosto de 2012 18:58
     
     

    Is there any technique included in SSAS 2008 for handling class imbalance? Like the Fraud example from  "Data Mining with SQL Server 2008", my data set has a very small percent of cases with the class label 1 (around 5%), the rest have label 0.

    Is there any technique native to SSAS that will help weight cases? Or do I have to resort to oversampling?

    Thanks,

    Matt

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  • terça-feira, 7 de agosto de 2012 20:51
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    There are no native techniques.

    Tatyana Yakushev [PredixionSoftware.com]

    • Marcado como Resposta m berseth quarta-feira, 8 de agosto de 2012 00:52
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  • quarta-feira, 8 de agosto de 2012 12:50
     
     

    Thanks Tatyana.

    I am seeing all of the predicted probabilities fall between a range of .50 to .99. Would this be consistent with a dataset with such a severe class imbalance?

    Thanks,

    Matt