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Research article

First published 2010-1

Evolutionary data analysis for the class imbalance problem

Taghi M. Khoshgoftaar, Naeem Seliya, Dennis J. Drown

Intelligent Data Analysis: An International Journal

Open access

Research article

First published 2023-12

Effect of Data Imbalance on the Performance of Pavement Deterioration Models

Hongbin Xu, Jorge A. Prozzi

Transportation Research Record: Journal of the Transportation Research Board

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Research article

First published 2023-11

Modeling of class imbalance handling with optimal deep learning enabled big data classification model

Varshavardhini S, Rajesh A

Intelligent Decision Technologies

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Research article

First published 2024

Enhancing analysis of EEG image data sets using machine learning techniques: Dealing with class imbalances and data uncertainty

Sneha Mishra, Umesh Chandra Jaiswal

E-Learning and Digital Media

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Review article

First published 2025-5

A review of intelligent data analysis: Machine learning approaches for addressing class imbalance in healthcare - challenges and perspectives

Bashar Hamad Aubaidan, Rabiah Abdul Kadir, Mohamed Taha Lajb [...]

Intelligent Data Analysis: An International Journal

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Research article

First published 2022-08-10

Effective management of class imbalance problem in climate data analysis using a hybrid of deep learning and data level sampling

R.J. Aarthi, B. Vinayagasundaram

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2026

Distribution-aware federated learning for wind turbine fault diagnosis in edge-cloud under data imbalance

Fengjin Gong, Ping Ma, Hongli Zhang [...]

Structural Health Monitoring

Open access

Research article

First published 2025-5

Data Imbalances in Coincidence Analysis: A Simulation Study

Martyna Daria Swiatczak, Michael Baumgartner

Sociological Methods & Research

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Research article

First published 2015-4

Measuring continuous baseline covariate imbalances in clinical trial data

Jody D Ciolino, Reneé H Martin, Wenle Zhao [...]

Statistical Methods in Medical Research

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Other

First published 2001-10

Analysis of Data with Imbalance in the Baseline Outcome Variable for Randomized Clinical Trials

Lynn Wei, Ji Zhang

Therapeutic Innovation & Regulatory Science

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