A Novel Oversampling Technique To Handle Imbalanced Datasets

Mahmoud, Ayat; El-Kilany, Ayman; Ali, Farid; Mazen, Sherif A.

doi:10.7148/2020-0177

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2021

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Cited by 2 publications

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“…To evaluate the proposed model, we run the smote algorithm, modified smote [25], and TGT [26] on the three datasets . Figures 1, 2, and 3 show the obtained results for all datasets abalone 19, page-blocks0, and pima respectively for all experiments applied in this research.…”

Section: Experiments and Resultsmentioning

confidence: 99%

“…Figures 1, 2, and 3 show the obtained results for all datasets abalone 19, page-blocks0, and pima respectively for all experiments applied in this research. Before any enhancements, with smote, modified smote [25], TGT [26], and the proposed CSO-FL.…”

Section: Experiments and Resultsmentioning

confidence: 99%

“…The authors modified the smote algorithm in [25] by generating a new synthetic sample based on a randomly chosen minority neighbour and adding the distance between the closest majority and minority neighbours.…”

Section: Related Workmentioning

confidence: 99%

“…Figure 1. Comparison on the abalone 19 dataset (before enhancements, Smote, modified smote[25], TGT[26], andHybrid CSO-FL model)…”

mentioning

confidence: 99%

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