IMBoost: A New Weighting Factor for Boosting to Improve the Classification Performance of Imbalanced Data

Imbalanced datasets pose significant challenges in the field of machine learning, as they consist of samples where one class (majority) dominates over the other class (minority). Although AdaBoost is a popular ensemble method known for its good performance in addressing various problems, it fails wh...

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Detalles Bibliográficos
Autores principales: SeyedEhsan Roshan, Jafar Tanha, Farzad Hallaji, Mohammad-reza Ghanbari
Formato: Artículo
Lenguaje:English
Publicado: Wiley 2023-01-01
Colección:Complexity
Acceso en línea:http://dx.doi.org/10.1155/2023/2176891