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Updated: Feb 14, 2026

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解决胎儿健康分类中的阶级不平衡:对心脏病学数据的多类重新采样方法的严格基准测试.

Zainab Subhi Mahmood Hawrami1, Mehmet Ali Cengiz2, Emre Dünder3

  • 1Ministry of Higher Education and Scientific Research-KRG, Kirkuk Main Road, Erbil 44001, Kurdistan Region, Iraq.

Diagnostics (Basel, Switzerland)
|February 13, 2026
PubMed
概括

这项研究使用心脏图谱 (CTG) 数据对胎儿健康分类的重新采样策略进行了基准测试. 战略性过量采样,特别是随机森林的BSMOTE,显著改善了罕见病理病例的检测,提高了胎儿健康查的准确性.

关键词:
心脏图解图 (cardiotocography) 是一种心脏图解图.在类不平衡的数据.胎儿健康分类的胎儿健康分类机器学习是机器学习.

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