<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "White Blood Cell Classification Using Texture and RGB Features of Oversampled Microscopic Images"^^ . "White blood cell (WBC) type classification is a task of significant importance for diagnosis using microscopic images of WBC, which develop immunity to fight against infections and foreign substances. WBCs consist of different types, and abnormalities in a type of WBC may potentially represent a disease such as leukemia. Existing studies are limited by low accuracy and overrated performance, often caused by model overfit due to an imbalanced dataset. Additionally, many studies consider a lower number of WBC types, and the accuracy is exaggerated. This study presents a hybrid feature set of selective features and synthetic minority oversampling technique-based resampling to mitigate the influence of the above-mentioned problems. Furthermore, machine learning models are adopted for being less computationally complex, requiring less data for training, and providing robust results. Experiments are performed using both machine- and deep learning models for performance comparison using the original dataset, augmented dataset, and oversampled dataset to analyze the performances of the models. The results suggest that a hybrid feature set of both texture and RGB features from microscopic images, selected using Chi2, produces a high accuracy of 0.97 with random forest. Performance appraisal using k-fold cross-validation and comparison with existing state-of-the-art studies shows that the proposed approach outperforms existing studies regarding the obtained accuracy and computational complexity."^^ . "2022-11" . . . "10" . "11" . . "Healthcare"^^ . . . "22279032" . . . . . . . . . . . . . . . . . . . . . . . . . "Juan Luis"^^ . "Vidal Mazón"^^ . "Juan Luis Vidal Mazón"^^ . . "Carmen Lilí"^^ . "Rodríguez Velasco"^^ . "Carmen Lilí Rodríguez Velasco"^^ . . "Isabel"^^ . "De La Torre Díez"^^ . "Isabel De La Torre Díez"^^ . . "Yaser Daanial"^^ . "Khan"^^ . "Yaser Daanial Khan"^^ . . "Furqan"^^ . "Rustam"^^ . "Furqan Rustam"^^ . . "Naila"^^ . "Aslam"^^ . "Naila Aslam"^^ . . "Imran"^^ . "Ashraf"^^ . "Imran Ashraf"^^ . . . . . . "White Blood Cell Classification Using Texture and RGB Features of Oversampled Microscopic Images (Texto)"^^ . . . "healthcare-10-02230 (1).pdf"^^ . . . "White Blood Cell Classification Using Texture and RGB Features of Oversampled Microscopic Images (Otro)"^^ . . . . . . "indexcodes.txt"^^ . . "HTML Summary of #4607 \n\nWhite Blood Cell Classification Using Texture and RGB Features of Oversampled Microscopic Images\n\n" . "text/html" . . . "Biomedicine"@en . "Biomedicina"@es . . . "Engineering"@en . "Ingeniería"@es . .