Functional Regression using Signal Compression Approach


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Documentation for package ‘FRegSigCom’ version 0.3.0

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air Air quality data
corn NIR of corn samples
cv.ff.interaction Cross-validation for function-on-function regression models with specified main effects and two-way interaction terms
cv.fof.spike Cross-validation for linear function-on-function regression on highly densely observed spiky data
cv.fof.wv Cross-validation for wavelet-based linear function-on-function regression method
cv.hd Cross-validation for sparse linear function-on-function regression with a large number of functional predictors
cv.msof Cross-validation for linear multivariate scalar-on-function regression
cv.msof.hd Cross-validation for high dimensional linear multivariate scalar-on-function regression
cv.nonlinear Cross-validation for nonlinear function-on-function regression
cv.sigcom Cross-validation for linear function-on-function regression
cv.sof.spike Cross-validation for linear scalar-on-function regression for highly densely observed spiky functional data
getcoef.ff.interaction Get the estimated coefficient functions for function-on-function interaction model
getcoef.hd Get the estimated coefficient functions for linear function-on-function models with a large numbe of predictor curves
getcoef.nonlinear Get the estimated intercept and nonlinear functions in nonlinear function-on-function model
getcoef.sigcom Get the estimated intercept and coefficient functions for linear function-on-function models
ocean Hawaii ocean data
Pork Pork fat samples
pred.ff.interaction Prediction for a linear FOF regression model with two-way interactions
pred.fof.spike Prediction for linear function-on-function regression on highly sensely observed spiky data
pred.fof.wv Prediction for linear function-on-function regression using signal compression
pred.hd Prediction for sparse linear function-on-function regression
pred.msof Prediction for linear multivariate scalar-on-function regression
pred.msof.hd Prediction for high dimensional linear multivariate scalar-on-function regression
pred.nonlinear Prediction for nonlinear function-on-function regression
pred.sigcom Prediction for linear function-on-function regression using signal compression
pred.sof.spike Prediction for linear function-on-function regression on highly sensely observed spiky data
step.ff.interaction Stepwise variable selection procedure for FOF regression models with two-way interactions