Category classification system for feature contribution scores

A method for applying category classification labels to a new feature contribution score dataset, the method comprising:

• obtaining a plurality of historical feature contribution score (FCS) datasets, each historical FCS dataset comprising a first plurality of feature contribution scores and a size of the historical FCS dataset,
• applying default feature contribution category classification (FCCC) parameters to the plurality of historical FCS datasets;
• optimizing the default FCCC parameters to produce a plurality of optimized FCCC parameters;
• producing a training dataset comprising the optimized FCCC parameters;
• using the training dataset to train a machine learning model to apply the category classification labels;
• applying the new FCS dataset to the machine learning model, the new FCS dataset comprising a second plurality of feature contribution scores and a size of the new FCS dataset;
• and
• providing the category classification labels for the new FCS dataset to a user interface.

A system for applying category classification labels to a new feature contribution score dataset, the system comprising:

• at least one processor;
• and at least one non-transitory memory storing computer executable instructions that when executed by the at least one processor cause the system to carry out actions comprising:
• obtaining a plurality of historical feature contribution score (FCS) datasets, each historical FCS dataset comprising a first plurality of feature contribution scores and a size of the historical FCS dataset,
• applying default feature contribution category classification (FCCC) parameters to the plurality of historical FCS datasets;
• optimizing the default FCCC parameters to produce a plurality of optimized FCCC parameters;
• producing a training dataset comprising the optimized FCCC parameters;
• using the training dataset to train a machine learning model to apply the category classification labels;
• applying the new FCS dataset to the machine learning model, the new FCS dataset comprising a second plurality of feature contribution scores and a size of the new FCS dataset;
• and
• providing the category classification labels for the new FCS dataset to a user interface.