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实体 Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class

Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class

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  1. RESEARCH · CL_18335 ·

    机器学习理论论文探讨凸性、比例损失和虚假相关性

    两篇新的arXiv论文探讨了机器学习损失函数的理论方面。一篇论文调查了基于比例的损失函数,考察了它们的连续性和凸性等性质,以支持未来的研究。另一篇论文表征了在具有一般度量损失的学习中实现强通用贝叶斯一致性的条件,解决了该领域的一个开放性问题。