NestedEx

This data set gives an example consisting of observed data, ratio edits, range restrictions and nested balance edits.

datasets

An integrated editing and imputation method for continuous microdata under linear constraints is implemented. It relies on a Bayesian nonparametric hierarchical modeling approach as described in Kim et al. (2015) <doi:10.1080/01621459.2015.1040881>. In this approach, the joint distribution of the data is estimated by a flexible joint probability model. The generated edit-imputed data are guaranteed to satisfy all imposed edit rules, whose types include ratio edits, balance edits and range restrictions.

Hang Kim

EditImputeCont

Simultaneous Edit-Imputation for Continuous Microdata

NestedEx function

A list containing the followings:<ul>
<li>D.obs: <code>data.frame</code> of observed data with \(n=1000\) records and \(p=11\) variables.</li>
<li>Ratio.edit: <code>data.frame</code> of ratio edits.</li>
<li>Range.edit: <code>data.frame</code> of range restrictions.</li>
<li>Balance.edit: <code>data.frame</code> of balance edits of nested forms, which represent V1=V2+V3+V4, V5=V6+0.4 V10+0.6 V11 and V7=0.4 V10+0.6 V11.</li>
</ul>

NestedEx: Data Example With 11 Variables

Description

Usage

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See Also