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Robust multi-phase framework for breast cancer detection and classification using mammogram images with stacked ensemble learning | Synapse
March 3, 2026
Robust multi-phase framework for breast cancer detection and classification using mammogram images with stacked ensemble learning
NT
Neha Thakur
PK
Pardeep Kumar
Puntos clave
Detection and classification accuracy improved significantly with ensemble learning techniques, enhancing diagnostic capabilities.
The framework incorporates multiple algorithms and leverages mammogram images for effective breast cancer surveillance.
Employing a stacked ensemble learning approach allows for greater accuracy in cancer detection compared to traditional methods.
These findings suggest potential advancements in early cancer diagnosis and treatment planning based on enhanced imaging analysis.
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Cite This Study
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Thakur et al. (Tue,) studied this question.
synapsesocial.com/papers/69a761d6c6e9836116a2fea2
https://doi.org/https://doi.org/10.1016/j.bspc.2026.109911