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实体 Supervised training and home-based rehabilitation in patients with stabilized ankylosing spondylitis on TNF inhibitor treatment: a controlled clinical trial with a 12-month follow-up

Supervised training and home-based rehabilitation in patients with stabilized ankylosing spondylitis on TNF inhibitor treatment: a controlled clinical trial with a 12-month follow-up

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  1. TOOL · CL_244705 ·

    新的度量一致性正则化增强了机器学习模型的泛化能力

    研究人员开发了度量一致性正则化(MCR)技术,旨在通过确保填充数据与完全观测数据之间的一致性来提高机器学习模型的泛化能力,特别是在信息缺失或损坏的情况下。一项新的理论分析表明,在某些条件下,与标准的监督训练相比,MCR可以提供更有利的估计误差上限。该研究还引入了一个实用的诊断工具来评估MCR的潜在益处,并通过各种数据集和模型架构的实证证据支持。

  2. RESEARCH · CL_92111 ·

    机器学习详解:监督式训练与预测能力

    该集群解释了机器学习的基本概念,重点关注监督式训练。它详细介绍了监督式学习如何使用标记数据来训练、验证和评估模型,并对数据集进行随机划分以用于训练和验证。机器学习的核心思想是利用过去的数据来预测未来的结果。