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SAM (version 1.0.3)

predict.samQL: Prediction function for S3 class "samQL"

Description

Predict the responses for testing data.

Usage

## S3 method for class 'samQL':
predict(object, newdata, ...)

Arguments

object
An object with S3 class "samQL".
newdata
The testing dataset represented in a n by d matrix, where n is testing sample size and d is dimension.
...
System reserved. (No specific usage)

Value

  • valuesPredicted values also represented in a n by the length of lambda matrix, where n is testing sample size.

Details

The testing dataset is rescale to the samQLe range, and expanded by the samQLe spline basis funcions as the training data.

References

P. Ravikumar, J. Lafferty, H.Liu and L. Wasserman. "Sparse Additive Models", Journal of Royal Statistical Society: Series B, 2009. T. Zhao and H.Liu. "Sparse Additive Machine", International Conference on Artificial Intelligence and Statistics, 2012.

See Also

samQL