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Jul, 2024
弱标签生成在医院数据编程中的自动化实现
Automating Weak Label Generation for Data Programming with Clinicians in the Loop
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Jean Park, Sydney Pugh, Kaustubh Sridhar, Mengyu Liu, Navish Yarna...
TL;DR
在医学领域中,大型深度神经网络(DNNs)需要高质量的标记数据,但通常数据稀缺。本文提出使用距离函数来解决高维数据下的标记问题,该方法通过查询专家对数据集的代表性样本进行标记以生成弱标签,并在医学时间序列和医学图像案例研究中取得了显著的精度和F1分数提升。
Abstract
Large
deep neural networks
(DNNs) are often data hungry and need high-quality labeled data in copious amounts for learning to converge. This is a challenge in the field of medicine since high quality labeled data is often scarce.
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