Nonparametric Estimators for Covariance Functions


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Documentation for package ‘CovEsts’ version 1.0.0

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adjusted_est Compute the Kernel Regression Estimator.
adjusted_spline Compute Adjusted Splines.
area_between Area Between Estimated Autocovariance Functions.
block_bootstrap Block Bootstrap
bootstrap_sample Block Bootstrap Sample
check_pd Check if an Autocovariance Function Estimate is Positive-Definite or Not.
corrected_est Kernel Correction of the Standard Estimator.
cyclic_matrix Create a Cyclic Matrix for a Given Vector.
dct_1d Compute 1D Discrete Cosine Transform
generate_knots Generate Spline Knots.
get_tau Get a Specific tau_{i}.
get_taus Get all tau.
H2n Compute Normalisation Factor
hilbert_schmidt Hilbert-Schmidt Norm Between Estimated Autocovariance Functions.
idct_1d Compute 1D Inverse Discrete Cosine Transform
kernel 1D Isotropic Kernels.
kernel_est Kernel Correction for an Estimated Autocovariance Function.
kernel_symm 1D Isotropic Symmetric Kernels.
make_pd Make a Function Positive-Definite
max_distance Maximum Vertical Distance Between Estimated Functions.
mse MSE Between Estimated Autocovariance Functions.
nearest_pd Compute the Nearest Positive-Definite Matrix.
rho_T1 Compute rho(T_{1}) used in the Truncated Kernel Regression Estimator.
shrinking Linear Shrinking
solve_shrinking Solve Linear Shrinking
solve_spline Objective Function for WLS.
spectral_norm Compute the Spectral Norm Between Estimated Functions.
splines_df Construct Data Frame of Basis Functions.
splines_est Compute the Splines Estimator.
standard_est Computes the Standard Estimator of the Autocovariance Function.
starting_locs Random Block Locations
taper Compute the Function a(x; rho).
tapered_est Compute the Estimated Tapered Autocovariance Function over a Set of Lags.
tapered_single Computes the Tapered Autocovariance for a Specified Lag.
taper_single Compute Taper at a Specified Argument
to_pacf Computes the Standard Estimator of the Autocovariance Function.
to_vario Autocovariance to Semivariogram
truncated_est Compute the Truncated Kernel Regression Estimator.
window 1D Window Functions.
window_symm 1D Symmetric Window Functions.
Xij_mat Compute X_{ij} Matrix