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cs.LG2025
CARTGen-IR: Synthetic Tabular Data Generation for Imbalanced Regression
António Pedro Pinheiro, Rita P. Ribeiro
Handling imbalanced target distributions in regression poses a persistent challenge, as the underrepresentation of relevant target values can significantly hinder model performance…
cs.LG2025
Histogram Approaches for Imbalanced Data Streams Regression
Ehsan Aminian, Rita P. Ribeiro, Joao Gama
Imbalanced domains pose a significant challenge in real-world predictive analytics, particularly in the context of regression. While existing research has primarily focused on batc…