Scopus
🔓 Açık Erişim YÖKSİS Eşleşti
A new unit distribution: properties, estimation, and regression analysis
Scientific Reports · Aralık 2024
YÖKSİS Kayıtları
A new unit distribution: properties, estimation, and regression analysis
Scientific Reports · 2024 SCI-Expanded
DOÇENT KADİR KARAKAYA →
Makale Bilgileri
DergiScientific Reports
Yayın TarihiAralık 2024
Cilt / Sayfa14
Scopus ID2-s2.0-85188585379
Erişim🔓 Açık Erişim
Özet
This research commences a unit statistical model named power new power function distribution, exhibiting a thorough analysis of its complementary properties. We investigate the advantages of the new model, and some fundamental distributional properties are derived. The study aims to improve insight and application by presenting quantitative and qualitative perceptions. To estimate the three unknown parameters of the model, we carefully examine various methods: the maximum likelihood, least squares, weighted least squares, Anderson–Darling, and Cramér-von Mises. Through a Monte Carlo simulation experiment, we quantitatively evaluate the effectiveness of these estimation methods, extending a robust evaluation framework. A unique part of this research lies in developing a novel regressive analysis based on the proposed distribution. The application of this analysis reveals new viewpoints and improves the benefit of the model in practical situations. As the emphasis of the study is primarily on practical applications, the viability of the proposed model is assessed through the analysis of real datasets sourced from diverse fields.
Yazarlar (9)
1
Kadir Karakaya
2
C. S. Rajitha
3
Şule Sağlam
4
Yusra A. Tashkandy
5
M. E. Bakr
6
Abdisalam Hassan Muse
7
Anoop Kumar
8
Eslam Hussam
9
Ahmed M. Gemeay
Anahtar Kelimeler
Beta regression model
Educational attainment dataset
Monte Carlo simulation
Quantile regression analysis
Stochastic ordering
Kurumlar
Amoud University
Borama Somalia
Amrita Vishwa Vidyapeetham
Coimbatore India
Central University of Haryana
Mahendergarh India
College of Sciences
Riyadh Saudi Arabia
Faculty of Science
Helwan Egypt
Faculty of Science
Tanta Egypt
Selçuk Üniversitesi
Selçuklu Turkey
Metrikler
1
Atıf
9
Yazar
5
Anahtar Kelime