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Semantic Embedding for Medical Providers and Fraud Detection
时间 2020-12-27
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论文传送门 作者 佛罗里达大西洋大学 Justin M. Johnson Taghi M. Khoshgoftaar 摘要 一个医疗提供者的专业是一个重要的预测指标,可以用机器学习算法检测出欺诈提供者。然而,当特殊变量编码使用 one-hot 表示,模型接受稀疏和信息量不大的特征向量。我们探讨了三种技术,用于使用密集的语义嵌入表示医疗提供者类型,从而捕获专业相似性。前两种方法(GloVe和Med-
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