Nonparametric Estimation by the Method of Sieves


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Documentation for package ‘Sieve’ version 2.1

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Sieve-package Nonparametric Estimation by the Method of Sieves
clean_up_result Clean up the fitted model
create_index_matrix Create the index matrix for multivariate regression
GenSamples Generate some simulation/testing samples with nonlinear truth.
Sieve Nonparametric Estimation by the Method of Sieves
sieve.sgd.predict Sieve-SGD makes prediction with new predictors.
sieve.sgd.preprocess Preprocess the original data for sieve-SGD estimation.
sieve.sgd.solver Fit sieve-SGD estimators, using progressive validation for hyperparameter tuning.
sieve_predict Predict the outcome of interest for new samples
sieve_preprocess Preprocess the original data for sieve estimation.
sieve_solver Calculate the coefficients for the basis functions