Efficient and Improved Estimation Strategy in Zero-Inflated Poisson Regression Models
| dc.authorscopusid | 56414871000 | |
| dc.authorscopusid | 57216190371 | |
| dc.authorscopusid | 55581057800 | |
| dc.contributor.author | Asar Y. | |
| dc.contributor.author | Ahmed S.E. | |
| dc.contributor.author | Yüzbaşı B. | |
| dc.date.accessioned | 2024-08-04T20:03:42Z | |
| dc.date.available | 2024-08-04T20:03:42Z | |
| dc.date.issued | 2019 | |
| dc.department | İnönü Üniversitesi | en_US |
| dc.description.abstract | When there is an excess amount of zeros and over-dispersion in the dependent variable, the zero-inflated Poisson regression is usually used to model the data. In most of the situations, researchers may encounter near linear dependencies in the exploratory variables which leads to the collinearity problem. Therefore, we propose to use Liu-type estimator to overcome this problem. We compare our method to the well-known ridge estimator via a Monte Carlo simulation study and real data examples. According to the results, our method is a better alternative in the presence of collinearity. © 2019, Springer International Publishing AG, part of Springer Nature. | en_US |
| dc.description.sponsorship | Natural Sciences and Engineering Research Council of Canada, NSERC | en_US |
| dc.description.sponsorship | Acknowledgements The research of Professor S. Ejaz Ahmed was partially supported by the Natural Sciences and Engineering Research Council of Canada. | en_US |
| dc.identifier.doi | 10.1007/978-3-319-93351-1_27 | |
| dc.identifier.endpage | 342 | en_US |
| dc.identifier.issn | 2522-5022 | |
| dc.identifier.scopus | 2-s2.0-85161359263 | en_US |
| dc.identifier.scopusquality | N/A | en_US |
| dc.identifier.startpage | 329 | en_US |
| dc.identifier.uri | https://doi.org/10.1007/978-3-319-93351-1_27 | |
| dc.identifier.uri | https://hdl.handle.net/11616/92031 | |
| dc.identifier.volume | Part F46 | en_US |
| dc.indekslendigikaynak | Scopus | en_US |
| dc.language.iso | en | en_US |
| dc.publisher | Springer Nature | en_US |
| dc.relation.ispartof | Lecture Notes on Multidisciplinary Industrial Engineering | en_US |
| dc.relation.publicationcategory | Kitap Bölümü - Uluslararası | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | Count data models | en_US |
| dc.subject | Ill-conditioned design matrix | en_US |
| dc.subject | Liu-type estimator | en_US |
| dc.subject | Ridge estimator | en_US |
| dc.subject | Zero-inflated poisson regression | en_US |
| dc.title | Efficient and Improved Estimation Strategy in Zero-Inflated Poisson Regression Models | en_US |
| dc.type | Book Chapter | en_US |
