SMO-RF:A machine learning approach by random forest for predicting class imbalancing followed by SMOTE

Author:

Goyal Ankur,Rathore Likhita,Sharma Avinash

Publisher

Elsevier BV

Subject

General Medicine

Reference20 articles.

1. Classification of imbalanced data: A review;Sun;Int. J. Pattern Recogn. Artif. Intell.,2009

2. Enislay Ramentol, Yailé Caballero, Rafael Bello, Francisco Herrera,” SMOTE-RSB∗: a hybrid preprocessing approach based on oversampling and undersampling for high imbalanced data-sets using SMOTE and rough sets theory”, Knowl Inf Syst DOI 10.1007/s10115-011-0465-6.

3. A novel ensemble classification model based on neural networks and a classifier optimization technique for imbalanced credit risk evaluation”;Shen;Phys. A,2019

4. https://www.hindawi.com/journals/mpe/2015/269856/.

5. https://machinelearningmastery.com/what-is-imbalanced-classification/.

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1. Application of the Random Forest Algorithm for Breast Cancer Analysis with Data Balancing: Case Study at Al-Ihsan Hospital;2024 International Conference on Data Science and Its Applications (ICoDSA);2024-07-10

2. SMOTE on Numeric Breast Cancer Dataset to Overcome Imbalance Class;2023 6th International Conference of Computer and Informatics Engineering (IC2IE);2023-09-14

3. COMPARISON OF SMOTE RANDOM FOREST AND SMOTE K-NEAREST NEIGHBORS CLASSIFICATION ANALYSIS ON IMBALANCED DATA;MEDIA STATISTIKA;2023-01-02

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