Bootstrap confidence intervals in linear models: case of outliers

Rakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, Рахимова, Нилуфар

Иқтисодий тараққиёт ва таҳлил · 2024-yil

Annotatsiya

Confidence interval estimations in linear models have been of large interest in social science. However, traditional approach of building confidence intervals has a set of assumption including dataset having no extreme outliers. In this study, we discuss presence of severe outliers in linear models and suggest bootstrap approach as an alternative way to construct confidence intervals. We conclude that bootstrap confidence intervals can outperform traditional confidence intervals in presence of outliers when sample size is small or population distribution is not normal. Lastly, we encourage researchers to run a computer simulation to evaluate conclusions of this study.

Maqola ma’lumotlari
MualliflarRakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, Рахимова, Нилуфар
JurnalИқтисодий тараққиёт ва таҳлил
NashriyotЎзбекистон иқтисодиётини ривожлантиришнинг илмий-тадқиқот маркази
ISSN2992-877X
Nashr sanasi2024-02-29
Jild2
Son2
Betlar198-205
TilIngliz
Ilmiy sohaIqtisodiyot
DOI10.60078/2992-877x-2024-vol2-iss2-pp198-205
Indeksga qo‘shilgan2026-08-27

DOI: 10.60078/2992-877x-2024-vol2-iss2-pp198-205 · Maqolaning asl sahifasi

Kalit so‘zlar

бутстрап, линейная модель, доверительный интервал, экстремальные выбросы, повторная выборка, bootstrap, lineal model, confidence Interval, extreme outliers, resampling, боотстрап, чизиқли модел, ишонч оралиғи, экстремал чегаралар, қайта намуна олиш

Ilmiy soha

Iqtisodiyot

Iqtibos keltirish

APARakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, & Рахимова, Нилуфар (2024). BOOTSTRAP CONFIDENCE INTERVALS IN LINEAR MODELS: CASE OF OUTLIERS. Иқтисодий тараққиёт ва таҳлил, 2(2), 198-205. https://doi.org/10.60078/2992-877x-2024-vol2-iss2-pp198-205
GOST (OAK)Rakhimov, Zarrukh va b. BOOTSTRAP CONFIDENCE INTERVALS IN LINEAR MODELS: CASE OF OUTLIERS // Иқтисодий тараққиёт ва таҳлил. – 2024. – T. 2, № 2. – P. 198-205. – DOI: 10.60078/2992-877x-2024-vol2-iss2-pp198-205.
MLARakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, and Рахимова, Нилуфар. “BOOTSTRAP CONFIDENCE INTERVALS IN LINEAR MODELS: CASE OF OUTLIERS.” Иқтисодий тараққиёт ва таҳлил, 2(2), 198-205, 2024. https://doi.org/10.60078/2992-877x-2024-vol2-iss2-pp198-205
ChicagoRakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, and Рахимова, Нилуфар. “BOOTSTRAP CONFIDENCE INTERVALS IN LINEAR MODELS: CASE OF OUTLIERS.” Иқтисодий тараққиёт ва таҳлил, 2(2), 198-205 (2024). https://doi.org/10.60078/2992-877x-2024-vol2-iss2-pp198-205
HarvardRakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, and Рахимова, Нилуфар (2024) ‘BOOTSTRAP CONFIDENCE INTERVALS IN LINEAR MODELS: CASE OF OUTLIERS’, Иқтисодий тараққиёт ва таҳлил, 2(2), 198-205. https://doi.org/10.60078/2992-877x-2024-vol2-iss2-pp198-205
BibTeX
@article{rakhimovzarrukh2024,
  title = {BOOTSTRAP CONFIDENCE INTERVALS IN LINEAR MODELS: CASE OF OUTLIERS},
  author = {Rakhimov, Zarrukh and Rahimova, Nilufar and Рахимов, Заррух and Рахимова, Нилуфар and Рахимов, Заррух and Рахимова, Нилуфар},
  journal = {Иқтисодий тараққиёт ва таҳлил},
  year = {2024},
  volume = {2},
  number = {2},
  pages = {198-205},
  doi = {10.60078/2992-877x-2024-vol2-iss2-pp198-205},
  url = {https://doi.org/10.60078/2992-877x-2024-vol2-iss2-pp198-205}
}

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