Attribute Weighting Model for Breast Cancer Prediction with the Harmony Search Algorithm
| Audiencia | Público en general | es_ES |
| Cobertura | México | es_ES |
| Fecha de ingreso | 2026-10-05T16:33:58Z | |
| Fecha de publicación | 2024-01-01 | |
| Resumen | Breast cancer is a disease that affects many women worldwide. Identifying risk factors is important for prevention and early treatment. Although models such as Gail, Tyrer-Cuzick, and BOADICEA can predict breast cancer risk at five to ten years based on risk factors, the Gail model has been shown to have poor accuracy. Moreover, accurately assessing the influence of risk factors remains a challenge. Hence, accurate models are needed for early detection. In this paper, we used the harmony search algorithm to assign weights to each risk factor value to produce an accurate predictive model. Our model achieved a 96% precision and an 81% accuracy, outperforming Gail’s results, which obtained a 67% precision and a 60% accuracy. Furthermore, the simplicity of our model makes it a valuable tool for both patients and medical professionals. | es_ES |
| Doi | https://doi.org/10.1007/978-3-031-66731-2_12 | es_ES |
| URI | https://riuat.uat.edu.mx/handle/123456789/5710 | |
| Idioma | en | es_ES |
| Editorial | Springer Science and Business Media Deutschland GmbH | es_ES |
| Relación | Intelligent Systems Reference Library | es_ES |
| URL relacionado | https://doi.org/10.1007/978-3-031-66731-2_12 | es_ES |
| Derechos | Acceso restringido / Suscripción (Metadatos de producción científica) | es_ES |
| Licencia | http://purl.org/coar/access_right/c_16ec | es_ES |
| Fuente | Intelligent Systems Reference Library | |
| Palabra clave | Attribute weighting | es_ES |
| Palabra clave | Breast cancer | es_ES |
| Palabra clave | Harmony search algorithm | es_ES |
| Palabra clave | Risk factors | es_ES |
| Título | Attribute Weighting Model for Breast Cancer Prediction with the Harmony Search Algorithm | es_ES |
| Tipo | Capítulo Libro | es_ES |
| Arbitrado | Ha sido Arbitrado | es_ES |
| Autor | Antonio-Hernández, Clara | |
| Autor | Terán-Villanueva, Jesús D. | |
| Autor | Castán-Rocha, José A. | |
| Autor | Ponce-Flores, Mirna P. | |
| Autor | Ponce-Flores, Zurisadai | |
| Autor | Antonio-Hernández, Clara | es_ES |
| Autor | Terán-Villanueva, Jesús D. | es_ES |
| Autor | Castán-Rocha, José A. | es_ES |
| Autor | Ponce-Flores, Mirna P. | es_ES |
| Autor | Ponce-Flores, Zurisadai | es_ES |
| Institución | Universidad Autónoma de Tamaulipas | |
| Institución | Universidad Autónoma de Tamaulipas | es_ES |
| Rango de páginas | 299-323 | es_ES |
| URL relacionada | https://doi.org/10.1007/978-3-031-66731-2_12 | |
| Tipo de artículo | Indexado | |
| Tipo de artículo | Indexado | es_ES |
| Volumen | 260 | es_ES |