Imbalanced Data Problem in Machine Learning: A Review

Imbalanced Data Problem in Machine Learning: A Review

One of the prominent challenges encountered in real-world data is an imbalance, characterized by unequal distribution of observations across different target classes, which complicates achieving accurate model classifications. This survey delves into various machine learning techniques developed to...

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Bibliographic Details
Main Authors: Manahel Altalhan, Abdulmohsen Algarni, Monia Turki-Hadj Alouane
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
Imbalanced data
machine learning
balance techniques
evaluation methods
Online Access:https://ieeexplore.ieee.org/document/10845793/

Internet

https://ieeexplore.ieee.org/document/10845793/

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