SMOTE-SVM for Handling Imbalanced Data in Obesity Classification
Obesity is a significant health issue associated with various chronic diseases, making its early classification critical for effective interventions. This study investigates the performance of Support Vector Machine (SVM) models with Radial Basis Function (RBF) and Linear kernels on imbalanced obesi...
| 出版年: | IJCCS (Indonesian Journal of Computing and Cybernetics Systems) |
|---|---|
| 主要な著者: | Muhammad Kunta Biddinika, Herman Yuliansyah, Dewi Soyusiawaty, Farhan Radhiansyah Razak |
| フォーマット: | 論文 |
| 言語: | 英語 |
| 出版事項: |
Universitas Gadjah Mada
2025-04-01
|
| 主題: | |
| オンライン・アクセス: | https://jurnal.ugm.ac.id/ijccs/article/view/103994 |
類似資料
Analysis of the Performance Comparison between Random Forest and SVM RBF in Detecting Cyberbullying on Imbalanced Data with the SMOTE Approach
著者:: Inna Nur Amalina, 等
出版事項: (2025-11-01)
著者:: Inna Nur Amalina, 等
出版事項: (2025-11-01)
Radial Basis Function Model for Obesity Classification Based on Lifestyle and Physical Condition
著者:: Farhan Radhiansyah Razak, 等
出版事項: (2024-12-01)
著者:: Farhan Radhiansyah Razak, 等
出版事項: (2024-12-01)
An improved SMOTE method based on triangular scoring mechanism with random perturbation for handling class-imbalanced classification problems
著者:: Shihao Song, 等
出版事項: (2026-01-01)
著者:: Shihao Song, 等
出版事項: (2026-01-01)
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)
著者:: Yongjie Huang
出版事項: (2025-01-01)
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)
著者:: Ahmed Arafa, 等
出版事項: (2022-09-01)
K-means-SMOTE for handling class imbalance in the classification of diabetes with C4.5, SVM, and naive Bayes
著者:: Hairani Hairani, 等
出版事項: (2020-04-01)
著者:: Hairani Hairani, 等
出版事項: (2020-04-01)
DTO-SMOTE: Delaunay Tessellation Oversampling for Imbalanced Data Sets
著者:: Alexandre M. de Carvalho, 等
出版事項: (2020-11-01)
著者:: Alexandre M. de Carvalho, 等
出版事項: (2020-11-01)
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)
著者:: Mohamed S. Kraiem, 等
出版事項: (2021-09-01)
Two Novel SMOTE Methods for Solving Imbalanced Classification Problems
著者:: Yuan Bao, 等
出版事項: (2023-01-01)
著者:: Yuan Bao, 等
出版事項: (2023-01-01)
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)
著者:: Dimas Chaerul Ekty Saputra, 等
出版事項: (2024-01-01)
Improving Imbalanced Data Handling in Intrusion Detection Systems using SMOTE with an Extended Kalman Filter
著者:: Guntoro Guntoro, 等
出版事項: (2026-04-01)
著者:: Guntoro Guntoro, 等
出版事項: (2026-04-01)
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)
著者:: Tarid Wongvorachan, 等
出版事項: (2023-01-01)
SMOTE-LOF for noise identification in imbalanced data classification
著者:: Asniar, 等
出版事項: (2022-06-01)
著者:: Asniar, 等
出版事項: (2022-06-01)
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)
著者:: Ahmed Saad Hussein, 等
出版事項: (2019-11-01)
Improving the Accuracy of Obesity Classification Using a Stacking Classifier on Imbalanced Data with SMOTE
著者:: Sifa Sari, 等
出版事項: (2026-02-01)
著者:: Sifa Sari, 等
出版事項: (2026-02-01)
Kmeans-SMOTE Integration for Handling Imbalance Data in Classifying Financial Distress Companies using SVM and Naïve Bayes
著者:: Didit Johar Maulana, 等
出版事項: (2024-02-01)
著者:: Didit Johar Maulana, 等
出版事項: (2024-02-01)
Determining Resampling Ratios Using BSMOTE and SVM-SMOTE for Identifying Rare Attacks in Imbalanced Cybersecurity Data
著者:: Sikha S. Bagui, 等
出版事項: (2023-10-01)
著者:: Sikha S. Bagui, 等
出版事項: (2023-10-01)
COMPARISON OF SMOTE RANDOM FOREST AND SMOTE K-NEAREST NEIGHBORS CLASSIFICATION ANALYSIS ON IMBALANCED DATA
著者:: Jus Prasetya, 等
出版事項: (2023-04-01)
著者:: Jus Prasetya, 等
出版事項: (2023-04-01)
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)
著者:: Ying Li, 等
出版事項: (2025-07-01)
INTEGRATION OF SVM AND SMOTE-NC FOR CLASSIFICATION OF HEART FAILURE PATIENTS
著者:: Dina Tri Utari
出版事項: (2023-12-01)
著者:: Dina Tri Utari
出版事項: (2023-12-01)
Resampling Technique for Imbalanced Class Handling on Educational Dataset
著者:: Anief Fauzan Rozi, 等
出版事項: (2023-05-01)
著者:: Anief Fauzan Rozi, 等
出版事項: (2023-05-01)
SMOTE-BD: An Exact and Scalable Oversampling Method for Imbalanced Classification in Big Data
著者:: María José Basgall, 等
出版事項: (2018-12-01)
著者:: María José Basgall, 等
出版事項: (2018-12-01)
Adaptation Proposed Methods for Handling Imbalanced Datasets based on Over-Sampling Technique
著者:: Liqaa M. Shoohi, 等
出版事項: (2020-04-01)
著者:: Liqaa M. Shoohi, 等
出版事項: (2020-04-01)
EVALUATING RANDOM FOREST AND XGBOOST FOR BANK CUSTOMER CHURN PREDICTION ON IMBALANCED DATA USING SMOTE AND SMOTE-ENN
著者:: Reyuli Andespa, 等
出版事項: (2025-10-01)
著者:: Reyuli Andespa, 等
出版事項: (2025-10-01)
An Efficient Categorization of Diabetes Imbalanced Data Using SMOTE-ENN With Fine-Tuned LS-SVM Algorithm
著者:: Nwayyin Mohammed, 等
出版事項: (2025-06-01)
著者:: Nwayyin Mohammed, 等
出版事項: (2025-06-01)
Performance Comparison of Random Forest, SVM, and XGBoost Algorithms with SMOTE for Stunting Prediction
著者:: Maulana As'an Hamid, 等
出版事項: (2025-08-01)
著者:: Maulana As'an Hamid, 等
出版事項: (2025-08-01)
Improving Diagnostic Accuracy on Prescription Text Data Using SMOTE-Optimized SVM
著者:: Linda Perdana Wanti, 等
出版事項: (2026-04-01)
著者:: Linda Perdana Wanti, 等
出版事項: (2026-04-01)
Imbalanced Data Classification Based on Improved Random-SMOTE and Feature Standard Deviation
著者:: Ying Zhang, 等
出版事項: (2024-05-01)
著者:: Ying Zhang, 等
出版事項: (2024-05-01)
SMOTE-Based Weighted Deep Rotation Forest for the Imbalanced Hyperspectral Data Classification
著者:: Yinghui Quan, 等
出版事項: (2021-01-01)
著者:: Yinghui Quan, 等
出版事項: (2021-01-01)
Enhancing the Classification of Imbalanced Arabic Medical Questions Using DeepSMOTE
著者:: Bushra Al-Smadi, 等
出版事項: (2025-04-01)
著者:: Bushra Al-Smadi, 等
出版事項: (2025-04-01)
Penerapan: Penerapan Metode SMOTE Untuk Mengatasi Imbalanced Data Pada Klasifikasi Ujaran Kebencian
著者:: Ridwan Ridwan, 等
出版事項: (2024-01-01)
著者:: Ridwan Ridwan, 等
出版事項: (2024-01-01)
DBSCAN SMOTE LSTM: Effective Strategies for Distributed Denial of Service Detection in Imbalanced Network Environments
著者:: Rissal Efendi, 等
出版事項: (2024-09-01)
著者:: Rissal Efendi, 等
出版事項: (2024-09-01)
Improving Multi-label Classification Performance on Imbalanced Datasets Through SMOTE Technique and Data Augmentation Using IndoBERT Model
著者:: Leno Dwi Cahya, 等
出版事項: (2024-01-01)
著者:: Leno Dwi Cahya, 等
出版事項: (2024-01-01)
Enhancing SMOTE for imbalanced data with abnormal minority instances
著者:: Surani Matharaarachchi, 等
出版事項: (2024-12-01)
著者:: Surani Matharaarachchi, 等
出版事項: (2024-12-01)
SMOTE-OSBNR: An Effective Approach for Imbalanced Credit Card Fraud Detection
著者:: Salma El Hajjami, 等
出版事項: (2025-01-01)
著者:: Salma El Hajjami, 等
出版事項: (2025-01-01)
STUDI KOMPARASI METODE SVM-SMOTE DAN SMOTE-TOMEK DALAM MENGATASI IMBALANCE CLASS MENGGUNAKAN MODEL XGBOOST PADA KLASIFIKASI RUMAH TANGGA PENERIMA KUR
著者:: Eka Dicky Darmawan Yanuari, 等
出版事項: (2024-12-01)
著者:: Eka Dicky Darmawan Yanuari, 等
出版事項: (2024-12-01)
Obesity Status Prediction Through Artificial Intelligence and Balanced Label Distribution Using SMOTE
著者:: Arif Riyandi, 等
出版事項: (2025-06-01)
著者:: Arif Riyandi, 等
出版事項: (2025-06-01)
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)
著者:: Lilis Yuningsih, 等
出版事項: (2023-10-01)
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)
著者:: Jiao Wang, 等
出版事項: (2024-01-01)
Classification of Nutritional Status of Toddlers on Imbalanced Data Using SMOTE with Decision Tree and Random Forest Models
著者:: Firda Fadri, 等
出版事項: (2026-03-01)
著者:: Firda Fadri, 等
出版事項: (2026-03-01)
類似資料
-
Analysis of the Performance Comparison between Random Forest and SVM RBF in Detecting Cyberbullying on Imbalanced Data with the SMOTE Approach
著者:: Inna Nur Amalina, 等
出版事項: (2025-11-01) -
Radial Basis Function Model for Obesity Classification Based on Lifestyle and Physical Condition
著者:: Farhan Radhiansyah Razak, 等
出版事項: (2024-12-01) -
An improved SMOTE method based on triangular scoring mechanism with random perturbation for handling class-imbalanced classification problems
著者:: Shihao Song, 等
出版事項: (2026-01-01) -
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) -
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)
