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cosso (version 2.1-0)

Fit Regularized Nonparametric Regression Models Using COSSO Penalty.

Description

COSSO is the short term for COmponent Selection and Smoothing Operator. The new regularization method automatically estimates and selects important function components by a soft-thresholding penalty in the context of smoothing spline ANOVA models.

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Version

Install

install.packages('cosso')

Monthly Downloads

223

Version

2.1-0

License

GPL (>= 2)

Maintainer

Chen-Yen Lin

Last Published

December 17th, 2012

Functions in cosso (2.1-0)

cosso.qr

Estimate the quantile function by Smoothing Splines with COSSO penalty
ozone

Ozone pollution data in Los Angels, 1976
plot.cosso

Plot method for COSSO object
tune.cosso

Compute K-fold cross-validated error or BIC score for COSSO
predict.cosso

Make predictions or extract coefficients from a COSSO model
cosso

Estimate the mean regression function for Gaussian response using Smmohting Spines with COSSO penalty
cosso.cox

Estimate the log-relative risk using Smoothing Splines with COSSO penalty.
cosso-internal

Internal Functions
veteran

Veterans' Administration Lung Cancer study