Open access Journal SINTA 3
CLUSTER FAST DOUBLE BOOTSTRAP APPROACH WITH RANDOM EFFECT SPATIAL MODELING
BAREKENG: Jurnal Ilmu Matematika dan Terapan · Vol. 17 No. 2 (2023) · pp. 0945–0954
- ISSN
- 2615-3017, 1978-7227
- Published
- 2023-06-11
- Publisher
- PATTIMURA UNIVERSITY
- Language
- eng
Abstract
Panel data is a combination of cross-sectional and time series data. Spatial panel analysis is an analysis to obtain information based on observations affected by the space or location effects. The effect of location effects on spatial analysis is presented in the form of weighting. The use of panel data in spatial regression provides a number of advantages, however, the spatial dependence test and parameter estimators generated in the spatial regression of data panel will be inaccurate when applied to areas with a small number of spatial units. One method to overcome the problem of small spatial unit size is the bootstrap method. This study used the fast double bootstrap (FDB) method by modeling the poverty rate in the Flores islands. The data used in the study was sourced from the BPS NTT Province website. The results of Hausman test show that the right model is Random effect. The spatial dependence test concludes that there is a spatial dependence and the poverty modeling in the Flores islands tends to use the SAR model. SAR random effect model R2 shows the value of 77.38 percent and it does not meet the assumption of normality. Spatial Autoregressive Random effect model with the Fast Double Bootstrap approach is able to explain the diversity of poverty rate in the Flores Island by 99.83 percent and fulfilling the assumption of residual normality. The results of the analysis using the FDB approach on the spatial panel show better results than the common spatial panel.
Collaboration network of the authors
40 authors · 126 co-authorship links · 20 across different organisations · showing the 40 most connected
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- University of Brawijaya
- Universitas Negeri Surabaya
- Universitas Papua
- State University of Malang
- University of Bengkulu
- Université d’Antsiranana
- University of Pembangunan Nasional Veteran Jawa Timur
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Atiek Iriany | University of Brawijaya | 5 |
| Suci Astutik | University of Brawijaya | 5 |
| Eni Sumarminingsih | University of Brawijaya | 2 |
| Danang Ariyanto | Universitas Negeri Surabaya | 2 |
| Abdi Negara Guci | University of Brawijaya | 2 |
| Viky Iqbal Azizul Alim | State University of Malang | 2 |
| Laila Nur Azizah | University of Brawijaya | 2 |
| Meirida Karisma Putri | University of Brawijaya | 2 |
| Achmad Efendi | University of Brawijaya | 2 |
| Sativandi Riza | University of Brawijaya | 2 |
| Rinda Lolita Melanwati | University of Brawijaya | 1 |
| Adji Fernandes | Affiliation unknown | 1 |
| Solimun | Affiliation unknown | 1 |
| Dea Saraswati Pramaningrum | University of Brawijaya | 1 |
| Fachira Haneinanda Junianto | University of Brawijaya | 1 |
| Nabila Ayunda Sovia | Affiliation unknown | 1 |
| Luthfatul Amaliana | Affiliation unknown | 1 |
| Rossanda Sevia Gadis | Affiliation unknown | 1 |
| Naurah Atikah Rabbani | Affiliation unknown | 1 |
| Novi Nur Aini | University of Brawijaya | 1 |
| Sri Handayani | University of Brawijaya | 1 |
| Nur Silviyah Rahmi | University of Brawijaya | 1 |
| Alifiandi Rafi Muhammad | University of Brawijaya | 1 |
| Ulfah Maisaroh | University of Brawijaya | 1 |
| Dahlia Gladiola Rurina Menufandu | Universitas Papua | 1 |
| Danang Arianto | University of Brawijaya | 1 |
| Arditama Putra | University of Brawijaya | 1 |
| Devi Azarina Manzilir Rohmah | University of Brawijaya | 1 |
| Fachri Faisal | University of Bengkulu | 1 |
| Adji Achmad Rinaldo Fernandes | University of Brawijaya | 1 |
| Armando Jacquis Federal Zamelina | University of Brawijaya | 1 |
| Lucius Ramifidisoa | Université d’Antsiranana | 1 |
| Solimun Solimun | University of Brawijaya | 1 |
| Hafizh Syihabuddin Al Jauhar | University of Brawijaya | 1 |
| Naufal Shela Abdila | University of Brawijaya | 1 |
| Muhamad Liswansyah Pratama | University of Pembangunan Nasional Veteran Jawa Timur | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.