AIMC Topic: Ensemble Learning

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Ensemble learning guided survival prediction and chemotherapy benefit analysis in high-grade chondrosarcoma: A study based on the surveillance, epidemiology, and end results (SEER) database.

Journal of orthopaedic surgery (Hong Kong) Jan 1, 2025
The chemotherapy benefit for high-grade chondrosarcoma remains controversial. Ensemble learning has better overall performance than single computational approaches for clinical decision. The primary objective was to select prognostic variables and d...
Humans Machine Learning Prognosis Retrospective Studies Female Aged Young Adult Adult Survival Rate Male Middle Aged Adolescent Child Bone Neoplasms Neoplasm Grading SEER Program Chondrosarcoma Ensemble Learning
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Ensemble Learning Approaches for Automatic Detection of Chronic Kidney Disease Stages during Sleep.

Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference Jul 1, 2024
This study investigates the use of ensemble learning methods for the automatic detection of chronic kidney disease (CKD) stages during sleep. We applied and evaluated four ensemble learning approaches-CatBoost, random forest, XGBoost, and LightGBM-to...
Humans Machine Learning Algorithms Female Adult Male Middle Aged Renal Insufficiency, Chronic Sleep Polysomnography Ensemble Learning
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