predict.ordinalgmifs: Predicted Probabilities and Class for Ordinal GMIFS Fit.

In ordinalgmifs: Ordinal Regression for High-Dimensional Data

Predicted Probabilities and Class for Ordinal GMIFS Fit.

Description

This function returns a list the includes the predicted probabilities as well as the predicted class for an ordinalgmifs fitted object.

Usage

## S3 method for class 'ordinalgmifs'
predict(object, neww = NULL, newdata, newx = NULL, model.select = "AIC", ...)

Arguments

object	an ordinalgmifs fitted object.
neww	an optional formula that includes the unpenalized variables to use for predicting the response. If omitted, the training data are used.
newdata	an optional data.frame that minimally includes the unpenalized variables to use for predicting the response. If omitted, the training data are used.
newx	an optional matrix of penalized variables to use for predicting the response. If omitted, the training data are used.
model.select	when x is specified any model along the solution path can be selected. The default is model.select="AIC" which calculates the predicted values using the coefficients from the model having the lowest AIC. Other options are model.select="BIC" or any numeric value from the solution path.
...	other arguments.

Value

predicted	a matrix of predicted probabilities from the fitted model.
class	a vector containing the predicted class taken as that class having the largest predicted probability.
...	other arguments.

Author(s)

Kellie J. Archer, Jiayi Hou, Qing Zhou, Kyle Ferber, John G. Layne, Amanda Gentry

See Also

See Also ordinalgmifs, coef.ordinalgmifs, summary.ordinalgmifs, plot.ordinalgmifs

ordinalgmifs documentation built on May 31, 2023, 6:31 p.m.