Enhancing the Classification of Imbalanced Arabic Medical Questions Using DeepSMOTE

The growing demand for telemedicine has highlighted the need for automated healthcare services, particularly in medical question classification. This study presents a deep learning model designed to address key challenges in telemedicine, including class imbalance and accurate routing of Arabic medi...

書誌詳細
出版年:	AI
主要な著者:	Bushra Al-Smadi, Bassam Hammo, Hossam Faris, Pedro A. Castillo
フォーマット:	論文
言語:	英語
出版事項:	MDPI AG 2025-04-01
主題:	DeepSMOTE multi-class classification oversampling techniques medical questions Arabic language
オンライン･アクセス:	https://www.mdpi.com/2673-2688/6/4/77

類似資料

nDeepSMOTEc: An Oversampling Method for Structured Datasets
著者:: Wen-Lin Fan, 等
出版事項: (2025-01-01)

A Comparison of Undersampling, Oversampling, and SMOTE Methods for Dealing with Imbalanced Classification in Educational Data Mining
著者:: Tarid Wongvorachan, 等
出版事項: (2023-01-01)

RN-SMOTE: Reduced Noise SMOTE based on DBSCAN for enhancing imbalanced data classification
著者:: Ahmed Arafa, 等
出版事項: (2022-09-01)

DTO-SMOTE: Delaunay Tessellation Oversampling for Imbalanced Data Sets
著者:: Alexandre M. de Carvalho, 等
出版事項: (2020-11-01)

An improved SMOTE algorithm for enhanced imbalanced data classification by expanding sample generation space
著者:: Ying Li, 等
出版事項: (2025-07-01)

A SMOTE PCA HDBSCAN approach for enhancing water quality classification in imbalanced datasets
著者:: Norashikin Nasaruddin, 等
出版事項: (2025-04-01)

A-SMOTE: A New Preprocessing Approach for Highly Imbalanced Datasets by Improving SMOTE
著者:: Ahmed Saad Hussein, 等
出版事項: (2019-11-01)

MKC-SMOTE: A Novel Synthetic Oversampling Method for Multi-Class Imbalanced Data Classification
著者:: Jiao Wang, 等
出版事項: (2024-01-01)

Survey of Research on SMOTE Type Algorithms
著者:: WANG Xiaoxia, LI Leixiao, LIN Hao
出版事項: (2024-05-01)

Penerapan: Penerapan Metode SMOTE Untuk Mengatasi Imbalanced Data Pada Klasifikasi Ujaran Kebencian
著者:: Ridwan Ridwan, 等
出版事項: (2024-01-01)

Imbalanced Data Classification Based on Improved Random-SMOTE and Feature Standard Deviation
著者:: Ying Zhang, 等
出版事項: (2024-05-01)

SMOTE vs. SMOTEENN: A Study on the Performance of Resampling Algorithms for Addressing Class Imbalance in Regression Models
著者:: Gazi Husain, 等
出版事項: (2025-01-01)

IRS-BAG-Integrated Radius-SMOTE Algorithm with Bagging Ensemble Learning Model for Imbalanced Data Set Classification
著者:: Lilis Yuningsih, 等
出版事項: (2023-10-01)

FADA-SMOTE-Ms: Fuzzy Adaptative Smote-Based Methods
著者:: Roudani Mohammed, 等
出版事項: (2024-01-01)

Data oversampling and imbalanced datasets: an investigation of performance for machine learning and feature engineering
著者:: Muhammad Mujahid, 等
出版事項: (2024-06-01)

Penerapan Metode Oversampling SMOTE Pada Algoritma Random Forest Untuk Prediksi Kebangkrutan Perusahaan
著者:: Agung Nugroho, 等
出版事項: (2023-02-01)

Enhancing algorithmic assessment in education: Equi-fused-data-based SMOTE for balanced learning
著者:: Yasmine Chachoui, 等
出版事項: (2024-06-01)

Combining weighted SMOTE with ensemble learning for the class-imbalanced prediction of small business credit risk
著者:: Mohammad Zoynul Abedin, 等
出版事項: (2022-01-01)

Machine Learning Algorithms Analysis of Synthetic Minority Oversampling Technique (SMOTE): Application to Credit Default Prediction
著者:: Emmanuel de-Graft Johnson Owusu-Ansah, 等
出版事項: (2024-12-01)

FS-SMOTE: An Improved SMOTE Method Based on Feature Space Scoring Mechanism for Solving Class-Imbalanced Problems
著者:: Yongjie Huang
出版事項: (2025-01-01)

Permuted KPCA and SMOTE to Guide GAN-Based Oversampling for Imbalanced HSI Classification
著者:: Tajul Miftahushudur, 等
出版事項: (2024-01-01)

An extension of Synthetic Minority Oversampling Technique based on Kalman filter for imbalanced datasets
著者:: Thejas G.S., 等
出版事項: (2022-06-01)

SMOTE-OSBNR: An Effective Approach for Imbalanced Credit Card Fraud Detection
著者:: Salma El Hajjami, 等
出版事項: (2025-01-01)

An Adaptive Safe-Region Diversity Oversampling Algorithm for Imbalanced Classification
著者:: Liangliang Tao, 等
出版事項: (2024-01-01)

IMPROVING PERFORMANCE FOR IMBALANCED DATA CLASSIFICATION USING OVERSAMPLING AND CHARACTERISTICS OF EACH CLUSTER
著者:: Phan Anh Phong, Le Van Thanh
出版事項: (2024-09-01)

Two Novel SMOTE Methods for Solving Imbalanced Classification Problems
著者:: Yuan Bao, 等
出版事項: (2023-01-01)

SMOTE-SVM for Handling Imbalanced Data in Obesity Classification
著者:: Muhammad Kunta Biddinika, 等
出版事項: (2025-04-01)

Selecting the Suitable Resampling Strategy for Imbalanced Data Classification Regarding Dataset Properties. An Approach Based on Association Models
著者:: Mohamed S. Kraiem, 等
出版事項: (2021-09-01)

Seabed Modelling by Means of Airborne Laser Bathymetry Data and Imbalanced Learning for Offshore Mapping
著者:: Tomasz Kogut, 等
出版事項: (2022-04-01)

Enhancing SMOTE for imbalanced data with abnormal minority instances
著者:: Surani Matharaarachchi, 等
出版事項: (2024-12-01)

HS-Gen: a hypersphere-constrained generation mechanism to improve synthetic minority oversampling for imbalanced classification
著者:: Zuowei He, 等
出版事項: (2022-12-01)

SMOTE-MRS: A Novel SMOTE-Multiresolution Sampling Technique for Imbalanced Distribution to Improve Prediction of Anemia
著者:: Dimas Chaerul Ekty Saputra, 等
出版事項: (2024-01-01)

Model Pembelajaran Mesin untuk Deteksi Penipuan Kartu Kredit yang Dioptimalkan Menggunakan SMOTE-Tomek dan Rekayasa Fitur
著者:: Mochammad Abdurrochman Ari Wibowo, 等
出版事項: (2024-11-01)

DPC-SMOTE Over-sampling Algorithm for Imbalanced Data Classification
著者:: LIU Zhihan, 等
出版事項: (2024-12-01)

APPLICATION OF SUPPORT VECTOR MACHINE FOR CLASS IMBALANCE LEARNING TO PREDICT ANTICANCER COMPOUNDS OF MEDICINAL PLANTS IN WEST SULAWESI
著者:: Hikmah Hikmah, 等
出版事項: (2024-03-01)

SMOTE-LOF for noise identification in imbalanced data classification
著者:: Asniar, 等
出版事項: (2022-06-01)

Constrained Oversampling: An Oversampling Approach to Reduce Noise Generation in Imbalanced Datasets With Class Overlapping
著者:: Changhui Liu, 等
出版事項: (2022-01-01)

A stacked ensemble approach with resampling techniques for highly effective fraud detection in imbalanced datasets
著者:: Idongesit E. Eteng, 等
出版事項: (2025-02-01)

A Multi-Layer Classification Approach for Intrusion Detection in IoT Networks Based on Deep Learning
著者:: Raneem Qaddoura, 等
出版事項: (2021-04-01)

Hybrid oversampling technique for imbalanced pattern recognition: Enhancing performance with Borderline Synthetic Minority oversampling and Generative Adversarial Networks
著者:: Md Manjurul Ahsan, 等
出版事項: (2025-06-01)