Bayesian Analysis of Singly Imputed Synthetic Data under the Multivariate Normal Model
| dc.contributor.author | Guin, Abhishek | |
| dc.contributor.author | Roy, Anindya | |
| dc.contributor.author | Sinha, Bimal | |
| dc.date.accessioned | 2024-02-27T18:51:23Z | |
| dc.date.available | 2024-02-27T18:51:23Z | |
| dc.date.issued | 2023-11-30 | |
| dc.description.abstract | We develop appropriate Bayesian procedures to draw inference about the parameters under a multivariate normal model based on synthetic data. We consider two standard forms of synthetic data, generated under plug in sampling method and posterior predictive sampling method. In addition to point estimates of the mean vector and dispersion matrix, Bayesian credible sets for the mean vector and the generalized variance are also provided under both the scenarios. The analysis in the case when some (partial) features are sensitive and need to be hidden is also briey indicated | |
| dc.description.sponsorship | Abhishek Guin is thankful to the Department of Mathematics and Statistics, UMBC, for providing financial support for his graduate studies. Anindya Roy and Bimal Sinha are thankful to Dr. Tommy Wright, Chief of CSRM/Census Bureau for his support and encouragement. Our sincere thanks are due to Professor Gaurisankar Datta of the University of Georgia for his critical reading of the manuscript and making some excellent suggestions which led to improved presentation. | |
| dc.description.uri | https://www.banglajol.info/index.php/ijss/article/view/70112 | |
| dc.format.extent | 18 pages | |
| dc.genre | journal articles | |
| dc.identifier | doi:10.13016/m2x15k-j7l0 | |
| dc.identifier.citation | Guin, Abhishek, Anindya Roy, and Bimal Sinha. “Bayesian Analysis of Singly Imputed Synthetic Data under the Multivariate Normal Model.” International Journal of Statistical Sciences 23, no. 2 (November 30, 2023): 1–18. https://doi.org/10.3329/ijss.v23i2.70112. | |
| dc.identifier.uri | https://doi.org/10.3329/ijss.v23i2.70112 | |
| dc.identifier.uri | http://hdl.handle.net/11603/31715 | |
| dc.language.iso | en_US | |
| dc.publisher | Bangladesh Academy of Sciences | |
| dc.relation.isAvailableAt | The University of Maryland, Baltimore County (UMBC) | |
| dc.relation.ispartof | UMBC Mathematics Department Collection | |
| dc.relation.ispartof | UMBC Faculty Collection | |
| dc.relation.ispartof | UMBC Student Collection | |
| dc.rights | This item is likely protected under Title 17 of the U.S. Copyright Law. Unless on a Creative Commons license, for uses protected by Copyright Law, contact the copyright holder or the author. | |
| dc.rights | CC BY-NC-SA 4.0 DEED Attribution-NonCommercial-ShareAlike 4.0 International | en |
| dc.rights.uri | https://creativecommons.org/licenses/by-nc-sa/4.0/ | |
| dc.title | Bayesian Analysis of Singly Imputed Synthetic Data under the Multivariate Normal Model | |
| dc.type | Text | |
| dcterms.creator | https://orcid.org/0000-0001-6361-8295 |