| Author | Costa, André Gabriel Ferreira Calaça da | |
| Author | Colosimo, Enrico Antonio | |
| Author | Vaz, Aline Bruna Martins | |
| Author | Silva, José Luiz Padilha | |
| Author | Amorim, Leila Denise Alves Ferreira | |
| Access date | 2022-08-10T17:08:31Z | |
| Available date | 2022-08-10T17:08:31Z | |
| Document date | 2017 | |
| Citation | COSTA, André Gabriel Ferreira Calaça da et al Marginal models for the association structure of hierarchical binary responses. Journal of Applied Statistics, v. 44, n. 10, p. 1827-1838, 2017. doi.org/10.1080/02664763.2016.1238042 | pt_BR |
| ISSN | 0266-4763 | pt_BR |
| URI | https://www.arca.fiocruz.br/handle/icict/54567 | |
| Sponsorship | CONSELHO NACIONAL DE DESENVOLVIMENTO CIENTÍFICO E TECNOLÓGICO | pt_BR |
| Language | eng | pt_BR |
| Publisher | Francis & Taylor | pt_BR |
| Rights | restricted access | pt_BR |
| Title | Marginal models for the association structure of hierarchical binary responses | pt_BR |
| Type | Article | |
| DOI | 10.1080/02664763.2016.1238042 | |
| Abstract | Clustered binary responses are often found in ecological studies. Data analysis may include modeling the marginal probability response. However, when the association is the main scientific focus, modeling the correlation structure between pairs of responses is the key part of the analysis. Second-order generalized estimating equations (GEE) are established in the literature. Some of them are more efficient in computational terms, especially facing large clusters. Alternating logistic regression (ALR) and orthogonalized residual (ORTH) GEE methods are presented and compared in this paper. Simulation results show a slightly superiority of ALR over ORTH. Marginal probabilities and odds ratios are also estimated and compared in a real ecological study involving a three-level hierarchical clustering. ALR and ORTH models are useful for modeling complex association structure with large cluster sizes. | pt_BR |
| Affilliation | ABG Consultoria. Belo Horizonte, Brazil | pt_BR |
| Affilliation | Universidade Federal de Minas Gerais. Departamento de Estatística. Belo Horizonte, MG, Brazil | pt_BR |
| Affilliation | Universidade Estadual de Feira de Santana. Feira de Santana, BA, Brasil/Fundação Oswaldo Cruz. Centro de Pesquisas René Rachou. Belo Horizonte, MG, Brazil | pt_BR |
| Affilliation | Universidade Federal de Minas Gerais. Departamento de Estatística. Belo Horizonte, MG, Brazil | pt_BR |
| Affilliation | Universidade Federal da Bahia. Departamento de Estatística. Salvador, BA, Brazil | pt_BR |
| Subject | ALR | pt_BR |
| Subject | correlated binary responses | pt_BR |
| Subject | GEE | pt_BR |
| Subject | odds ratio | pt_BR |
