Short Time Series Forecasting: Recommended Methods and Techniques
| Audiencia | Público en general | es_ES |
| Cobertura | México | es_ES |
| Fecha de ingreso | 2026-09-15T00:30:15Z | |
| Fecha de publicación | 2022-01-01 | |
| Resumen | This paper tackles the problem of forecasting real-life crime. However, the recollected data only produced thirty-five short-sized crime time series for three urban areas. We present a comparative analysis of four simple and four machine-learning-based ensemble forecasting methods. Additionally, we propose five forecasting techniques that manage the seasonal component of the time series. Furthermore, we used the symmetric mean average percentage error and a Friedman test to compare the performance of the forecasting methods and proposed techniques. The results showed that simple moving average with seasonal removal techniques produce the best performance for these series. It is important to highlight that a high percentage of the time series has no auto-correlation and a high level of symmetry, which is deemed as white noise and, therefore, difficult to forecast. | es_ES |
| Doi | https://doi.org/10.3390/sym14061231 | es_ES |
| URI | https://riuat.uat.edu.mx/handle/123456789/2216 | |
| Idioma | es | es_ES |
| Editorial | MDPI AG | es_ES |
| Relación | Symmetry | es_ES |
| URL relacionado | https://doi.org/10.3390/sym14061231 | es_ES |
| Derechos | Acceso abierto (Metadatos de producción científica) | es_ES |
| Licencia | http://purl.org/coar/access_right/c_abf2 | es_ES |
| Fuente | Symmetry | |
| Título | Short Time Series Forecasting: Recommended Methods and Techniques | es_ES |
| Tipo | Artículo | es_ES |
| Arbitrado | Ha sido Arbitrado | es_ES |
| Autor | Cruz-Nájera, Mariel Abigail | |
| Autor | Treviño-Berrones, Mayra Guadalupe | |
| Autor | Ponce-Flores, Mirna Patricia | |
| Autor | Terán-Villanueva, Jesús David | |
| Autor | Castán-Rocha, José Antonio | |
| Autor | Ibarra-Martínez, Salvador | |
| Autor | Santiago, Alejandro | |
| Autor | Laria-Menchaca, Julio | |
| Autor | Cruz-Nájera, Mariel Abigail | es_ES |
| Autor | Treviño-Berrones, Mayra Guadalupe | es_ES |
| Autor | Ponce-Flores, Mirna Patricia | es_ES |
| Autor | Terán-Villanueva, Jesús David | es_ES |
| Autor | Castán-Rocha, José Antonio | es_ES |
| Autor | Ibarra-Martínez, Salvador | es_ES |
| Autor | Santiago, Alejandro | es_ES |
| Autor | Laria-Menchaca, Julio | es_ES |
| Institución | Universidad Autónoma de Tamaulipas | |
| Institución | Universidad Autónoma de Tamaulipas | es_ES |
| Número | 6 | es_ES |
| Rango de páginas | 1231 | es_ES |
| URL relacionada | https://doi.org/10.3390/sym14061231 | |
| Tipo de artículo | Indexado | |
| Tipo de artículo | Indexado | es_ES |
| Volumen | 14 | es_ES |