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Venn-Abers prediction

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Jan 18, 2022 3:05 PM
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A node for creating Venn-Abers predictors. It will automatically handle binary classification problems. Assign class attribute and the proportion of training instances to be used as calibration. Version 0.1: Implemented classification

Component details

Input ports
  1. Type: Table
    Training and calibration
    This data will be split into two fractions using the calibration input as fraction. The set not used for calibration is the proper trainign set, used to train the underlying model (a Random Forest). The calibration set is used to calibrate the conformal predictor.
  2. Type: Table
    Test
    This set is solely used for testing. This set, together with added results, are also being fed out through the first output port.
Output ports
  1. Type: Table
    Test with results
    The test set with added results.
  2. Type: Table
    Port 2

Used extensions & nodes

Created with KNIME Analytics Platform version 4.5.0
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This component does not have nodes, extensions, nested components and related workflows

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