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Model tab > Generalized Correlation

Intended audience: end-users developers

AO Platform: 4.3

Generalized Correlation

The Model tab generally includes one or more of the following sections:

  • Data Fields - these are the data field configuration properties mandatory for the model to execute.

  • Model Specific Configurations - configuration properties in this section will vary depending on the selected model. If the model does not require additional configuration, the section(s) will not be shown.


Configuration

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Properties

Label

UI

Default

Description

Data Fields




  • Category Field

Dropdown w/Expression


Represents non-numeric groupings (eg, product type, customer segment) used to compare differences across multiple samples.

  • Value Fields

Dropdown w/Expression


Value fields represent numerical data used to measure relationships between variables. At least two numerical fields are required to calculate correlation, helping businesses understand patterns (eg, sales vs. advertising spend).

  • Preview Model Data

Button


Opens a dialog to view the data that will be used by the model. See Model > Model tab.

Model Configuration




  • Algorithm

Dropdown


Select the model to use for the correlation. Robust can only be used for continuous series, but is more resilient to outliers in data.

  • Pearson - the Pearson correlation measures the strength of the linear relationship between two variables.

  • Robust (for continuous series) - the Robust (Bayesian) correlation will provide more accurate estimates even when outliers exist in the data.

Rules for Adding to Insights Feed Page from Scheduler

Radio-buttons


This section allows the user to select if the Quick Insight will be added to the Insights Feed page when generated from a Scheduled Task. See Model > Model tab.






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