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Sep, 2023
关于LAD学习的研究
On Learning with LAD
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C. A. Jothishwaran, Biplav Srivastava, Jitin Singla, Sugata Gangopadhyay
TL;DR
通过估计以具有小数目立方单项式的DNF为假设集的LAD模型的Vapnik-Chervonenkis维度，我们提出了一个理论上的证明，解释了LAD算法产生的二元分类器或二元规则不会过度拟合的原因，此外我们通过实证研究加以验证。
Abstract
The
logical analysis of data
,
lad
, is a technique that yields two-class classifiers based on Boolean functions having disjunctive normal form (DNF) representation. Although
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