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Threshold Metrics Explorer

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VersionStableLatest, created on 
Jul 11, 2025 4:56 PM
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This component computes classification performance metrics across varying threshold levels for a binary classifier's predicted probabilities.

Given a table containing predicted probabilities and true class labels, the component iteratively evaluates the following metrics at each threshold from 0 to 1 (configurable step size):

  • Precision

  • Recall

  • F1 Score

  • Accuracy

It outputs a table mapping each threshold to its corresponding metric values. This enables model evaluation under varying decision thresholds, which is especially useful for applications where class imbalance or cost-sensitive classification exists.

Component details

Input ports
  1. Type: Table
    Model results
    Table with original class column and predicted class column.
Output ports
  1. Type: Table
    Output
    A table with rows for each threshold value and columns: threshold precision recall f1_score accuracy

Used extensions & nodes

Created with KNIME Analytics Platform version 5.4.4
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This component does not have nodes, extensions, nested components and related workflows

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