| | |
| | |
Stat |
Members: 3645 Articles: 2'504'928 Articles rated: 2609
25 April 2024 |
|
| | | |
|
Article overview
| |
|
Stop or Continue Data Collection: A Nonignorable Missing Data Approach for Continuous Variables | Thais Paiva
; Jerry Reiter
; | Date: |
6 Nov 2015 | Abstract: | We present an approach to inform decisions about nonresponse followup
sampling. The basic idea is (i) to create completed samples by imputing
nonrespondents’ data under various assumptions about the nonresponse
mechanisms, (ii) take hypothetical samples of varying sizes from the completed
samples, and (iii) compute and compare measures of accuracy and cost for
different proposed sample sizes. As part of the methodology, we present a new
approach for generating imputations for multivariate continuous data with
nonignorable unit nonresponse. We fit mixtures of multivariate normal
distributions to the respondents’ data, and adjust the probabilities of the
mixture components to generate nonrespondents’ distributions with desired
features. We illustrate the approaches using data from the 2007 U. S. Census of
Manufactures. | Source: | arXiv, 1511.2189 | Services: | Forum | Review | PDF | Favorites |
|
|
No review found.
Did you like this article?
Note: answers to reviews or questions about the article must be posted in the forum section.
Authors are not allowed to review their own article. They can use the forum section.
browser Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)
|
| |
|
|
|
| News, job offers and information for researchers and scientists:
| |