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SAM (version 1.0.3)

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

Description

Predict the labels for testing data.

Usage

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

Arguments

object
An object with S3 class "samEL".
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

  • expectationsEstimated expected counts 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 samELe range, and expanded by the samELe 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

samEL