summary.hermite_estimator_univar

Outputs key parameters of a univariate hermite_estimator object along with
estimates of the mean, standard deviation and deciles of the data that
the object has been updated with.

Facilitates estimation of full univariate and bivariate
probability density functions and cumulative distribution functions along with
full quantile functions (univariate) and nonparametric correlation
(bivariate) using Hermite series based estimators. These estimators are
particularly useful in the sequential setting (both stationary and
non-stationary) and one-pass batch estimation setting for large data sets.
Based on: Stephanou, Michael, Varughese, Melvin and Macdonald, Iain. "Sequential quantiles via Hermite series density estimation." Electronic Journal of Statistics 11.1 (2017): 570-607 <doi:10.1214/17-EJS1245>,
Stephanou, Michael and Varughese, Melvin. "On the properties of Hermite series based distribution function estimators." Metrika (2020) <doi:10.1007/s00184-020-00785-z> and Stephanou, Michael and Varughese, Melvin. "Sequential estimation of Spearman rank correlation using Hermite series estimators." Journal of Multivariate Analysis (2021) <doi:10.1016/j.jmva.2021.104783>.

Michael Stephanou

hermiter

Efficient Sequential and Batch Estimation of Univariate and
Bivariate Probability Density Functions and Cumulative
Distribution Functions along with Quantiles (Univariate) and
Nonparametric Correlation (Bivariate)

Melvin Varughese

summary.hermite_estimator_univar function

<dl><dt>object</dt>
<dd>A hermite_estimator_univar object.</dd>
<dt>digits</dt>
<dd>A numeric value. Number of digits to round to.</dd>
<dt>...</dt>
<dd>Other arguments passed on to methods used in summary.</dd></dl>

Arguments

Summarizes univariate hermite_estimator object. — summary.hermite_estimator_univar

<dl>

<dt>object</dt>
<dd>A hermite_estimator_univar object.</dd>


<dt>digits</dt>
<dd>A numeric value. Number of digits to round to.</dd>


<dt>...</dt>
<dd>Other arguments passed on to methods used in summary.</dd>

</dl>

summary.hermite_estimator_univar: Summarizes univariate hermite_estimator object.

Description

Usage

Arguments