Lusiana, EvellinDewi (2013) Penerapan Metode Penalized Maximum Likelihood Estimation Untuk Mengatasi Pemisahan (Separation) Pada Model Regresi Logistik Biner. Sarjana thesis, Universitas Brawijaya.
Abstract
Pendugaan parameter model regresi logistik biner tidak dapat dilakukan dengan metode Maximum Likelihood Estimation (MLE) apabila terdapat pemisahan sempurna atau pemisahan kurang sempurna pada data. Untuk mengatasi hal ini, digunakan pendekatan metode Penalized Maximum Likelihood Estimation (PMLE) yang pertama kali diusulkan oleh Firth (1993). Hasil analisis terhadap data sekunder menunjukkan bahwa data pemberian kredit oleh pemerintah kepada petani rumput laut di Kabupaten Kupang mengandung pemisahan kurang sempurna sehingga dilakukan pendekatan metode PMLE untuk memperoleh penduga yang unik dan berhingga. Model terbaik bagi data ini mengandung prediktor curahan tenaga kerja, tingkat kebersihan dan kadar air. Berdasarkan rasio odds penduga parameter, seorang petani rumput laut di Kabupaten Kupang berpeluang besar menerima kredit jika memiliki curahan tenaga kerja dan tingkat kebersihan tinggi, serta kadar air rendah.
| Item Type: | Thesis (Sarjana) |
|---|---|
| Identification Number: | SKR/MIPA/2013/70/051301238 |
| Subjects: | 500 Natural sciences and mathematics > 519 Probabilities and applied mathematics > 519.5 Statistical mathematics |
| Divisions: | Fakultas Matematika dan Ilmu Pengetahuan Alam > Statistika |
| Depositing User: | Hasbi |
| Date Deposited: | 22 May 2013 09:15 |
| Last Modified: | 25 Oct 2021 03:05 |
| URI: | http://repository.ub.ac.id/id/eprint/153690 |
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