Listar por autor "Nematzadeh, Hossein"
Mostrando ítems 1-6 de 6
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Automatic frequency-based feature selection using discrete weighted evolution strategy
Nematzadeh, Hossein; García-Nieto, José Manuel
; Navas-Delgado, Ismael; Aldana-Montes, José Francisco (Elsevier, 2022-10-10)
High dimensional datasets usually suffer from curse of dimensionality which may increase the classification time and decrease the classification accuracy beyond a certain dimensionality. Thus, feature selection is used to ... -
Ensemble-based genetic algorithm explainer with automized image segmentation: A case study on melanoma detection dataset
Nematzadeh, Hossein; García-Nieto, José Manuel; Navas-Delgado, Ismael; Aldana-Montes, José Francisco (Elsevier, 2023)
Explainable Artificial Intelligence (XAI) makes AI understandable to the human user particularly when the model is complex and opaque. Local Interpretable Model-agnostic Explanations (LIME) has an image explainer package ... -
Feature selection using a classification error impurity algorithm and an adaptive genetic algorithm improved with an external repository
Nematzadeh, Hossein; García-Nieto, José Manuel; Navas-Delgado, Ismael; Aldana-Montes, José Francisco (Elsevier, 2024)
Feature selection in small-sample high-dimensional datasets enhances classification accuracy and reduces computational time for model training. This paper introduces the filter Classification Error Impurity (CEI) as a ... -
Model-agnostic local explanation: Multi-objective genetic algorithm explainer
Nematzadeh, Hossein; García-Nieto, José Manuel; Hurtado-Requena, Sandro José; Aldana-Montes, José Francisco; Navas-Delgado, Ismael (Elsevier, 2024)
Late detection of plant diseases leads to irreparable losses for farmers, threatening global food security, economic stability, and environmental sustainability. This research introduces the Multi-Objective Genetic Algorithm ... -
On the Use of Explainable Artificial Intelligence for the Differential Diagnosis of Pigmented Skin Lesions
Nematzadeh, Hossein; Navas-Delgado, Ismael; Berciano-Guerrero, Miguel Ángel; García-Nieto, José Manuel; Hurtado-Requena, Sandro José; García-Nieto, José Manuel; Nematzadeh, Hossein[et al.] (Springer, 2022-06-08)
En los últimos años, la Inteligencia Artificial Explicable (XAI) ha atraído la atención en la analítica de datos, ya que muestra un gran potencial en la interpretación de los resultados de complejos modelos de aprendizaje ... -
Pattern recognition frequency-based feature selection with multi-objective discrete evolution strategy for high-dimensional medical datasets
Nematzadeh, Hossein; García-Nieto, José Manuel; Aldana-Montes, José Francisco; Navas-Delgado, Ismael (Elsevier, 2024-02-17)
Feature selection has a prominent role in high-dimensional datasets to increase classification accuracy, decrease the learning algorithm computational time, and present the most informative features to decision-makers. ...