What is maximum smart variable contribution in SAP BI-RA-PA - SAP Predictive Analytics?

SAP Term: maximum smart variable contribution

• Component: BI-RA-PA

• Component Name: SAP Predictive Analytics

• Description: Contribution that includes only the maximum of similar variables.

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• Key Concepts: 
  Maximum Smart Variable Contribution is a feature of SAP Predictive Analytics that allows users to identify the most important variables in a predictive model. It uses a combination of statistical methods and machine learning algorithms to determine which variables have the greatest impact on the model's accuracy. The feature also provides an estimate of the contribution each variable makes to the overall accuracy of the model. 
  
  How to use it: 
  To use Maximum Smart Variable Contribution, users must first create a predictive model using SAP Predictive Analytics. Once the model is created, users can select the Maximum Smart Variable Contribution option from the menu. This will generate a report that shows the contribution each variable makes to the overall accuracy of the model. 
  
  Tips & Tricks: 
  When using Maximum Smart Variable Contribution, it is important to remember that it only provides an estimate of the contribution each variable makes to the overall accuracy of the model. It is not a guarantee that removing or adding variables will improve or worsen the accuracy of the model. 
  
  Related Information: 
  For more information about Maximum Smart Variable Contribution, please refer to SAP's documentation on Predictive Analytics. Additionally, there are many online tutorials and resources available that provide more detailed information about this feature and how to use it effectively.