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Conformal prediction
Conformal regression Redfield Regression Community Nodes Advanced
  1. Workflow
    Conformal regression - overview
    Conformal prediction Regression Conformal regression
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    This is a simple demo workflows that shows the main capabilities and uses cases of the Conformal Prediction extension by Redfield…
    redfield > Public > Conformal_regression_by_Redfield
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    redfield
  2. Node / Other
    Conformal Scorer (Regression)
    Community Nodes Conformal prediction
    Compares predictions made by Conformal Regressor with actual values. There are two types of scoring: Error rate – the proportion …
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    redfield
  3. Node / Predictor
    Conformal Predictor and Classifier (Regression)
    Community Nodes Conformal prediction Advanced
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    The node returns the prediction of conformal regression model based on the regression model and conformal regression calibration …
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    redfield
  4. Node / Manipulator
    Conformal Predictor
    Community Nodes Conformal prediction Advanced
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    Calculates the table with p-values for test data based on the provided calibration table. The p-value for a class is the fraction…
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    redfield
  5. Node / Predictor
    Conformal Classification
    Community Nodes Conformal prediction
    Produces predictions based on the calibration table and the significance level provided by the user. The significance level defin…
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    redfield
  6. Node / Manipulator
    Conformal Partitioning
    Community Nodes Conformal prediction
    The input table is split into two partitions for calibration and train data (i.e. row-wise). The difference to a normal partition…
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    redfield
  7. Node / Predictor
    Conformal Regression
    Community Nodes Conformal prediction Streamable
    This nodes combines the functions of Conformal Calibrator (Regression) and Conformal Predictor and Classifier (Regression) nodes.…
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    redfield
  8. Node / Other
    Conformal Scorer
    Community Nodes Conformal prediction
    Compares predictions made by Conformal Classifier with actual values. There are two types of scoring: Efficiency – the ratio of s…
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    redfield
  9. Node / LoopEnd
    Conformal Calibration Loop End
    Community Nodes Conformal prediction Advanced
    Aggregates the results of conformal prediction training for classification or regression: calibration tables and models.
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    redfield
  10. Node / LoopStart
    Conformal Calibration Loop Start
    Community Nodes Conformal prediction Advanced
    Splits the input table into two new tables: training and calibration. The procedure is repeated several times for every loop iter…
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    redfield
  11. Node / Manipulator
    Conformal Calibrator (Regression)
    Community Nodes Conformal prediction Advanced
    Creates a calibration table with ranking for further calibration of the test data sets. Ranking is sorting by absolute error (Alp…
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    redfield
  12. Node / Manipulator
    Conformal Calibrator
    Community Nodes Conformal prediction Advanced
    Creates a calibration table with ranking for further calibration of the test data sets. Ranking is sorting by class probabilities…
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    redfield
  13. Node / Predictor
    Conformal Classifier
    Community Nodes Conformal prediction Advanced
    +1
    Produces predictions based on the calibration table and the significance level provided by the user. The significance level defin…
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    redfield
  14. Node / LoopEnd
    Conformal Prediction Loop End
    Community Nodes Conformal prediction Advanced
    Aggregates the results of conformal prediction for conformal classification or conformal regression.
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    redfield
  15. Node / LoopStart
    Conformal Prediction Loop Start
    Community Nodes Conformal prediction Advanced
    Iterates over Model and Calibration table pairwise. Iteration column is used for pairwise synchronization. Both tables have to co…
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    redfield