Domain Generalization in Biosignal Classification

IEEE Transactions on Biomedical Engineering(2021)

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摘要
Objective: When training machine learning models, we often assume that the training data and evaluation data are sampled from the same distribution. However, this assumption is violated when the model is evaluated on another unseen but similar database, even if that database contains the same classes. This problem is caused by domain-shift and can be solved using two approaches: domain adaptation ...
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关键词
Databases,Task analysis,Biological system modeling,Deep learning,Data models,Training,Heart
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