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Density Updater

KNIME LabsActive LearningScoreDensity
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Updates a density model. Note that the model can only be updated with the data it was initialized with in the corresponding initializer node ( Potential Density Initializer or Graph Density Initializer ). The update is performed by reducing the densities in the neighborhoods of all newly labeled data points according to the used density estimation algorithm.

Node details

Input ports
  1. Type: Density Scorer Model
    Density Scorer Model
    Density scorer model created with either the Potential Density Initializer or the Graph Density Initializer node.
  2. Type: Table
    Update Data
    Table containing rows in whose neighborhoods the density in the model needs to be reduced. In an active learning setting these would be the rows that were freshly labeled by the user. (optional)
Output ports
  1. Type: Density Scorer Model
    Updated Density Scorer Model
    The updated model i.e. decreased densities in the neighborhood of rows in the input table.

Extension

The Density Updater node is part of this extension:

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Related workflows & nodes

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