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NominalVariables

NominalVariables

is an option for statistical functions such as LinearModelFit that specifies which variables should be treated as having discrete values specified by names.

Details

  • Possible settings for NominalVariables include:
  • Automatic automaticaly detect nominal variables
    All treat all variables as nominal
    None treat no variables as nominal
    {v1,v2,} treat the variables vi as nominal
  • When NominalVariables->Automatic , different methods are used to detect nominal variables. In functions returning FittedModel [], variables with non-numeric data values are treated as nominal.
  • In linear models, a nominal variable v with possible values s1, s2, is represented as a collection of variables with values 1 or 0 corresponding to each case v==si.

Examples

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Basic Examples  (1)

Define some data:

Fit the data, treating the first variable as a nominal variable:

See the functional form:

Treat all variables as nominal:

Scope  (2)

Automatically select nominal variables:

Specify nominal variables in GeneralizedLinearModelFit :

With LogitModelFit :

With ProbitModelFit :

Applications  (3)

Fit a oneway ANOVA model:

Obtain the ANOVA table:

Compute the model estimates for the three groups:

Fit a twoway ANOVA model with interaction term:

Obtain the ANOVA table:

Compute estimates for each cell:

Results in a table:

Fit an ANCOVA model:

Visualize curves for the three x categories and label using Tooltip :

See Also

LinearModelFit   GeneralizedLinearModelFit   LogitModelFit   ProbitModelFit   CoxModelFit   FittedModel   DiscreteIndicator

History

Introduced in 2008 (7.0) | Updated in 2014 (10.0)

Wolfram Research (2008), NominalVariables, Wolfram Language function, https://reference.wolfram.com/language/ref/NominalVariables.html (updated 2014).

Text

Wolfram Research (2008), NominalVariables, Wolfram Language function, https://reference.wolfram.com/language/ref/NominalVariables.html (updated 2014).

CMS

Wolfram Language. 2008. "NominalVariables." Wolfram Language & System Documentation Center. Wolfram Research. Last Modified 2014. https://reference.wolfram.com/language/ref/NominalVariables.html.

APA

Wolfram Language. (2008). NominalVariables. Wolfram Language & System Documentation Center. Retrieved from https://reference.wolfram.com/language/ref/NominalVariables.html

BibTeX

@misc{reference.wolfram_2025_nominalvariables, author="Wolfram Research", title="{NominalVariables}", year="2014", howpublished="\url{https://reference.wolfram.com/language/ref/NominalVariables.html}", note=[Accessed: 17-April-2025 ]}

BibLaTeX

@online{reference.wolfram_2025_nominalvariables, organization={Wolfram Research}, title={NominalVariables}, year={2014}, url={https://reference.wolfram.com/language/ref/NominalVariables.html}, note=[Accessed: 17-April-2025 ]}

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