A Cepstral Model for Covariate-Dependent Time Series


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Documentation for package ‘CepReg’ version 0.1.0

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boot_effect Bootstrap Confidence Intervals for Functional Effect Curves
CepReg Cepstral Regression
cep_get Estimate Cepstral Coefficients from Periodogram
data_generater Generate Time Series
effect_get Compute Functional Effects of Intercept and Covariates
env_get Envelope Estimator for Log-Spectral Regression
generate_sig Generate Exponential Correlation Covariance Matrix
ols_get Ordinary Least Squares Estimator for Log-Spectral Regression
perd_get Compute the Periodogram of Multivariate Time Series
psi_get Generate a Fourier Cosine Basis Matrix for Log-Spectral Modeling
rrr_get Reduced-Rank Regression on Cepstral Coefficients
spec_regress Fisher Scoring Algorithm For Estimating Cepstral Coefficients