Package index

Estimation

Core functions for bias-bounded density and conditional-expectation estimation.

biasBound_density()

Bias bound approach for density estimation

biasBound_condExpectation()

Bias bound approach for conditional expectation estimation

Bandwidth selection

Select the smoothing bandwidth.

select_bandwidth()

Select Optimal Bandwidth

cv_bandwidth()

Cross-Validation for Bandwidth Selection

silverman_bandwidth()

Silverman's Rule of Thumb for Bandwidth Selection

Methods for fitted models

Standard methods for the bbnp_density and bbnp_regression objects returned by the estimation functions.

print(<bbnp_density>)

Print Method for bbnp_density Objects

summary(<bbnp_density>)

Summary Method for bbnp_density Objects

plot(<bbnp_density>)

Plot Method for bbnp_density Objects

coef(<bbnp_density>)

Extract Coefficients from bbnp_density Object

confint(<bbnp_density>)

Extract Confidence Intervals from bbnp_density Object

print(<bbnp_regression>)

Print Method for bbnp_regression Objects

summary(<bbnp_regression>)

Summary Method for bbnp_regression Objects

plot(<bbnp_regression>)

Plot Method for bbnp_regression Objects

coef(<bbnp_regression>)

Extract Coefficients from bbnp_regression Object

confint(<bbnp_regression>)

Extract Confidence Intervals from bbnp_regression Object

fitted(<bbnp_regression>)

Extract Fitted Values from bbnp_regression Object

Configuration & data

Kernels, configuration, and the example dataset.

create_biasBound_config()

Create a configuration object for bias bound estimations

create_kernel_functions()

Create kernel functions based on configuration

gen_sample_data()

Generate Sample Data

sample_data

Sample Data

Deprecated

Retained for backward compatibility; use the replacement shown on each page.

plot_ft()

Plot the Fourier Transform (Deprecated)