New zero-inflated regression models with a variant of censoring
Yazarlar (2)
Doç. Dr. Yasin ALTINIŞIK Sinop Üniversitesi, Türkiye
Prof. Dr. Emel ÇANKAYA Sinop Üniversitesi, Türkiye
| Makale Türü | Özgün Makale (SSCI, AHCI, SCI, SCI-Exp dergilerinde yayınlanan tam makale) | ||
| Dergi Adı | Brazilian Journal of Probability and Statistics (Q3) | ||
| Dergi ISSN | 0103-0752 Dergi Bilgileri (2022) | ||
| Dergi Tarandığı Indeksler | SCI-Expanded | ||
| Makale Dili | İngilizce | Basım Tarihi | 12-2022 |
| Kabul Tarihi | – | Yayınlanma Tarihi | 01-12-2022 |
| Cilt / Sayı / Sayfa | 36 / 4 / 641–674 | DOI | 10.1214/22-bjps544 |
| Makale Linki | https://projecteuclid.org/journals/brazilian-journal-of-probability-and-statistics/volume-36/issue-4/New-zero-inflated-regression-models-with-a-variant-of-censoring/10.1214/22-BJPS544.full | ||
| UAK Araştırma Alanları |
İstatistiksel Analiz
Uygulamalı İstatistik
Teorik İstatistik
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| Özet |
| There is ever growing demand of modeling overdispersed count data generated by various disiplines. Excessive number of zeros and hetero-geneity in the population are two main sources of the overdispersion problem. Development of new count models that are more flexible than conventional Poisson model is thus necessary in order to address such sources. This study fullfils this need by proposing a new heterogeneous Poisson model with a cap-ture of excess zeros, namely zero-inflated Poisson–Ailamujia (ZIPA) model. In line with the aim of curing overdispersion, a censored variant of this newly suggested model is also here developed. An extensive simulation study is conducted to assess the performances of both forms of new models in terms of bias, precision and accuracy measures. Additionally, two real world applications are presented to illustrate practical implications of zero-inflated (censored) Poisson–Ailamujia models in comparison to some alternatives. |
| Anahtar Kelimeler |
| censoring | compound Poisson | count regression | Lifetime datasets | overdispersion | Poisson–Ailamujia model | zero-inflation |
BM Sürdürülebilir Kalkınma Amaçları
| Atıf Sayıları | |
| Scopus | 3 |