An approach for K-modes cluster analysis to examine direct resource transfers in brazilian public agreements for innovation and rural development
Summary. Brazilian public agreements for innovation and rural development were analyzed using K-modes cluster analysis to identify patterns in resource transfers. The study examined 10,098 agreements signed between 2019 and 2023, clustering them by geographic region, purpose, year, expense value, and status. K-modes proved superior to traditional clustering methods for handling categorical data and varying cluster sizes. The approach successfully revealed patterns in how Brazil directs public funds to agricultural and rural initiatives.
Cite this article
Gomes, A. K., Lima, M. D. D., Santos, P. H. F. D., Lopes, C. R., Oliveira, L. S. D., Souza, D. S. D., Silva, J. C. B., & Batista, K. D. A.. (2024). An approach for K-modes cluster analysis to examine direct resource transfers in brazilian public agreements for innovation and rural development. Revista de Gestão e Secretariado (Management and Administrative Professional Review). https://doi.org/10.7769/gesec.v15i11.4142
Gomes, Alan Keller, et al. “An approach for K-modes cluster analysis to examine direct resource transfers in brazilian public agreements for innovation and rural development.” Revista de Gestão e Secretariado (Management and Administrative Professional Review), 2024. https://doi.org/10.7769/gesec.v15i11.4142.
Gomes, Alan Keller, Márcio Dias de Lima, Paulo Henrique Faleiro dos Santos, Cassiomar Rodrigues Lopes, Lucas Santos de Oliveira, Daniel Soares de Souza, José Carlos Barros Silva, and Karla de Aleluia Batista. 2024. “An approach for K-modes cluster analysis to examine direct resource transfers in brazilian public agreements for innovation and rural development.” Revista de Gestão e Secretariado (Management and Administrative Professional Review). https://doi.org/10.7769/gesec.v15i11.4142.
@article{gomes-2024-approach-k-modes-cluster-analysis,
title = {An approach for K-modes cluster analysis to examine direct resource transfers in brazilian public agreements for innovation and rural development},
author = {Alan Keller Gomes and Márcio Dias de Lima and Paulo Henrique Faleiro dos Santos and Cassiomar Rodrigues Lopes and Lucas Santos de Oliveira and Daniel Soares de Souza and José Carlos Barros Silva and Karla de Aleluia Batista},
journal = {Revista de Gestão e Secretariado (Management and Administrative Professional Review)},
year = {2024},
doi = {10.7769/gesec.v15i11.4142},
url = {https://doi.org/10.7769/gesec.v15i11.4142}
}
TY - JOUR TI - An approach for K-modes cluster analysis to examine direct resource transfers in brazilian public agreements for innovation and rural development AU - Alan Keller Gomes AU - Márcio Dias de Lima AU - Paulo Henrique Faleiro dos Santos AU - Cassiomar Rodrigues Lopes AU - Lucas Santos de Oliveira AU - Daniel Soares de Souza AU - José Carlos Barros Silva AU - Karla de Aleluia Batista JO - Revista de Gestão e Secretariado (Management and Administrative Professional Review) PY - 2024 DO - 10.7769/gesec.v15i11.4142 UR - https://doi.org/10.7769/gesec.v15i11.4142 ER -
Details
- DOI
- 10.7769/gesec.v15i11.4142
- Countries
- Brazil
- Regions
- South America
- Categories
- policy, funding, regional-innovation-systems, general-innovation
- Added
- 2026-06-01