Swap positive and negative classes in confusion matrix.

Grégoire_Massot
Grégoire_Massot Registered Posts: 5 ✭✭✭✭
Hi team dataiku,

How do you swap the "positive" and the "negative" classes in the confusion matrix of a binary classifier (and get the right Precision and Recall values) ?

Best Answer

  • AdrienL
    AdrienL Dataiker, Alpha Tester Posts: 196 Dataiker
    Answer ✓

    Hello,

    By convention, the rarest class is the "positive" class in binary classification.

    There is an override for binary-looking values:

    • yes/no
    • true/false
    • 0/1 or 0.0/1.0
    • ok/nok

    You can use the Script tab of an Analysis to add preparation steps before training model (e.g. find and replace) so that your target column matches one of those, then re-create a prediction task (or in your existing task's settings, click Learning taks > Redetect settings).

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