Dergiler / Gazi University Journal of Science / 2018 / Cilt: 31 - Sayı: 2

A Mixture Model of Two Bivariate Weibull Distributions

Sayfa
643–658
Yayın Tarihi
2018-06-01
DOI
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⚡ TL;DR(1 Cümlede Hızlı Çıkarım)

We provide illustrative examples with real and simulated data sets to demonstrate the applicability of the proposed Mix_BW model.

📌 3 Maddede Bu Makale

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Amaç & Hipotez:In this paper, we propose a mixture model containing bivariate Weibull distributions—the Marshall-Olkin bivariate Weibull (MOBW) and the Block-Basu bivariate Weibull (BBBW)—because each of these distributions alone is inadequate for explaining a data set when certain special situations occur in bivariate lifetime data sets.
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Temel Bulgular & Veri:We refer to the proposed model as Mix_BW.
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Sonuç & Katkı:We provide illustrative examples with real and simulated data sets to demonstrate the applicability of the proposed Mix_BW model.
🔬Tür:Modelleme & Sayısal Simülasyon
📍Kapsam:Genişletilmiş Akademik Örneklem
⚙️Değişkenler:Block-Basu bivariate Weibull (BBBW) · Marshall-Olkin bivariate Weibull (MOBW) · Maximum Likelihood Estimation

Abstract

In this paper, we propose a mixture model containing bivariate Weibull distributions—the Marshall-Olkin bivariate Weibull (MOBW) and the Block-Basu bivariate Weibull (BBBW)—because each of these distributions alone is inadequate for explaining a data set when certain special situations occur in bivariate lifetime data sets. We refer to the proposed model as Mix_BW. To estimate the model parameters, we use the expectation-maximisation (EM) algorithm in an adapted form we term the Mix_EM algorithm. We provide illustrative examples with real and simulated data sets to demonstrate the applicability of the proposed Mix_BW model.

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Bu Makaleye Atıf Yap

TÜRKAN, A. H., ÇALIŞ, N. (2018). A Mixture Model of Two Bivariate Weibull Distributions. Gazi University Journal of Science, Cilt: 31 - Sayı: 2, 643–658. https://ajindex.com/articles/254475

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Kaynakça (1)

  1. Funda Erdugan Kırıkkale University [email protected] Murat Erişoğlu Necmettin Erbakan University [email protected] Tayfun Servi Adıyaman University [email protected]