Automated Feature Generation

This component generates new features into the data by performing the following transformations/calculations on the existing columns:
1. Simple transformations (exp, square, cubic, tanh)
2. Distance to the cluster centers when data are clustered into four clusters
3. Interaction effects (sum, product, subtraction, division) between features

Options

Select columns for feature learning:

Select to which columns feature learning methods are applied

Select feature generation techniques:

Select which techniques to apply to generate new features

Nodes

• Column Filter13 ×
• Column Appender8 ×
• Math Formula (Multi Column)8 ×
• Component Input7 ×
• Component Output7 ×
• Show all 38 nodes

Extensions

• FeatureKNIME Base nodes
• FeatureKNIME Distance Matrix
• FeatureKNIME H2O Machine Learning Integration
• FeatureKNIME Integrated Deployment
• FeatureKNIME Javasnippet
• Show all 7 modules

Links

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