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Feature learning augmented with sampling and heuristics (FLASH) improves model performance and biomarker identification

Abstract Big biological datasets, such as gene expression profiles, often contain redundant features that degrade model performance and limit generalization across independent datasets with complexities like class imbalance and hidden sub-clusters. To overcome challenges, we present ‘FLASH’, a novel...

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Xehetasun bibliografikoak
Egile Nagusiak: Shivam Kumar, Abhinav Agarwal, Samrat Chatterjee
Formatua: Artigo
Hizkuntza:Inglês
Argitaratua: Nature Portfolio 2025-12-01
Saila:npj Systems Biology and Applications
Sarrera elektronikoa:https://doi.org/10.1038/s41540-025-00614-x
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