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Advanced Features

What are advanced features?​

Advanced features are generated by AutoFE algorithm using original features in the dataset and operators enhancing the representation power. Advanced features usually have different high-level interpretation perspectives from each other, so they are equally important to ML model. Thus our algorithm generates a feature group with the greatest gain to the model performance.

How to view advanced features?​

You can click the Model param button of the corresponding task to view the basic information of the training model, as shown in the following figure:

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The figure above shows that 24 high-level features are generated using an AutoFE algorithm.

By default, the system will only display the first advanced feature. When the number of features generated is greater than one, you can click “Click to get all advance features” button to view all advanced features. The system will list all advanced features we found with LaTeX formula.

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