OLS regressions have a set of assumption in order to have its point and interval estimates to be unbiased and efficient. Data missing not at random (MNAR) can pose serious estimations issues in the linear regression. In this study we evaluate the performance of OLS confidence interval estimates with MNAR data. We also suggest bootstrapping as a remedy for such data cases and compare the traditional confidence intervals against bootstrap ones. As we need to know the true parameters, we carry out a simulations study. Research results indicate that both approaches show similar results having similar intervals size. Given that bootstrap required a lot of computations, traditional methods is still recommended to be used even in case of MNAR
| Mualliflar | Rakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, Рахимова, Нилуфар |
|---|---|
| Jurnal | Иқтисодий тараққиёт ва таҳлил |
| Nashriyot | Ўзбекистон иқтисодиётини ривожлантиришнинг илмий-тадқиқот маркази |
| ISSN | 2992-877X |
| Nashr sanasi | 2024-04-30 |
| Jild | 2 |
| Son | 4 |
| Betlar | 492-502 |
| Til | Ingliz |
| Ilmiy soha | Iqtisodiyot |
| DOI | 10.60078/2992-877x-2024-vol2-iss4-pp492-502 |
| Indeksga qo‘shilgan | 2026-08-27 |
DOI: 10.60078/2992-877x-2024-vol2-iss4-pp492-502 · Maqolaning asl sahifasi
линейная модель, размер выборки, доверительный интервал, бутстрап, точность, размер интервала, отсутствие не случайно, linear model, sample size, confidence Interval, bootstrap, accuracy, interval size, missing not at random, чизиқли модел, намуна ўлчами, ишонч интервал, юклаш чизиғи, аниқлик, интервал ўлчами, тасодифий эмас
| APA | Rakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, & Рахимова, Нилуфар (2024). LINEAR REGRESSION WITH DATA MISSING NOT AT RANDOM: BOOTSTRAP APPROACH. Иқтисодий тараққиёт ва таҳлил, 2(4), 492-502. https://doi.org/10.60078/2992-877x-2024-vol2-iss4-pp492-502 |
|---|---|
| GOST (OAK) | Rakhimov, Zarrukh va b. LINEAR REGRESSION WITH DATA MISSING NOT AT RANDOM: BOOTSTRAP APPROACH // Иқтисодий тараққиёт ва таҳлил. – 2024. – T. 2, № 4. – P. 492-502. – DOI: 10.60078/2992-877x-2024-vol2-iss4-pp492-502. |
| MLA | Rakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, and Рахимова, Нилуфар. “LINEAR REGRESSION WITH DATA MISSING NOT AT RANDOM: BOOTSTRAP APPROACH.” Иқтисодий тараққиёт ва таҳлил, 2(4), 492-502, 2024. https://doi.org/10.60078/2992-877x-2024-vol2-iss4-pp492-502 |
| Chicago | Rakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, and Рахимова, Нилуфар. “LINEAR REGRESSION WITH DATA MISSING NOT AT RANDOM: BOOTSTRAP APPROACH.” Иқтисодий тараққиёт ва таҳлил, 2(4), 492-502 (2024). https://doi.org/10.60078/2992-877x-2024-vol2-iss4-pp492-502 |
| Harvard | Rakhimov, Zarrukh, Rahimova, Nilufar, Рахимов, Заррух, Рахимова, Нилуфар, Рахимов, Заррух, and Рахимова, Нилуфар (2024) ‘LINEAR REGRESSION WITH DATA MISSING NOT AT RANDOM: BOOTSTRAP APPROACH’, Иқтисодий тараққиёт ва таҳлил, 2(4), 492-502. https://doi.org/10.60078/2992-877x-2024-vol2-iss4-pp492-502 |
| BibTeX | @article{rakhimovzarrukh2024,
title = {LINEAR REGRESSION WITH DATA MISSING NOT AT RANDOM: BOOTSTRAP APPROACH},
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 = {4},
pages = {492-502},
doi = {10.60078/2992-877x-2024-vol2-iss4-pp492-502},
url = {https://doi.org/10.60078/2992-877x-2024-vol2-iss4-pp492-502}
} |
Boshqa maqola uchun iqtibos tayyorlash
This article is devoted to the analysis of the importance of large tax-paying enterprises in the formation of the Republican budget and the share of taxes paid by them in the formation of the total budget revenues…
This article describes the role and importance of the interregional tax inspectorate in improving large-scale reforms aimed at creating favorable conditions for doing business in the tax sphere in the country and…
Small business and private entrepreneurship is the largest sector of our country's economy, and the stable and modern development of this sector determines the employment and well-being of the population, the saturation…
The article is based on the fact that the distribution of profits of joint-stock companies and the improvement of the calculation of dividends paid to shareholders is an urgent issue. Based on the analysis of the data…
This article describes the development of the methodology of accounting for sales discounts based on the requirements of the present time and the correct interpretation of the problems in accounting and reports.
The article proves the presence of the following well-known global trends in the development of the urbanization process: a steady increase in the urban population in almost all countries; the staged nature of the…
This article examines the concept and essence of retail business, retail lending and retail customer service, the role and importance of the implementation of social packages of services in the development of the…
It is aimed at improving the social stratification of the population and their standard of living, reducing inequality. In addition, solving the issues of distribution and redistribution of the population's income will…
The article examines the issue of improving the quality of life as one of the major challenges facing society. It explores key factors influencing the improvement of living standards and the ways to achieve this goal…
Today, digital technologies such as artificial intelligence, industrial robots, distance education, wireless communication, blockchain, huge data, virtual and stuffed ghost, smart installations, Internet goods are…
Иқтисодий тараққиёт ва таҳлил — barcha maqolalar · 2024-yil arxivi
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…
Linear models has been a powerful econometric tool used to show the relationship between two or more variables. Many studies also use linear approximation for nonlinear cases as it still might show valid results. OLS…
This study examines the association between Internet use and self-rated health and investigates the role of online health information behaviors in this relationship. Using data from the 2021 Chinese General Social…
На материалах, опубликованных по август 2024 года, исследуется достаточность бюджетного покрытия обязательств государственно-частного партнёрства. Предложена совместная проверка объёма, сроков и допустимых источников…
Maqolada O‘zbekiston sport tashkilotlarida sun’iy intellekt (SI) va ma’lumotlarga asoslangan boshqaruvning iqtisodiy samaradorlik bilan bog‘liqligini o‘rganish uchun rasmiy statistik ma’lumotlar tahlil qilinadi…
The article analyzes the institutional formation and everyday educational practice of girls’ education in Turkestan in the late nineteenth and early twentieth centuries. It examines traditional schools led by otinoyi…
This study presents a comprehensive analysis of the geostrategic role of Khwarezm in the transregional trade system of Eurasia during the 9th–12th centuries, based on written sources, historiography, and archaeological…
В статье исследуется, почему налоговые и тарифные льготы могут не приводить к привлечению инвестиций в дата-центры для искусственного интеллекта (ИИ). На основе теории комплементарности М. Кремера построена…