English(EN) Majority-of-Three is Optimal

新证明表明三分类器的多数投票是最优的

作者 PulseAugur 编辑部 · [2 个来源] · 2026-06-11 17:26

一篇新论文提出了一个简化的证明，表明三个独立分类器的多数投票是在可实现PAC设置中一个最优的学习器。这一发现简化了现有投票学习器的算法结构和概率分析，包括S. Hanneke和K. Green Larsen开发的学习器。 AI

排序理由该集群包含一篇在arXiv上发表的学术论文，详细介绍了机器学习中的一个理论发现。

AI 生成摘要 · Google Gemini · 来自 2 个来源。我们如何撰写摘要 →

报道来源 [2]

arXiv stat.ML TIER_1 English(EN) · Divit Rawal, Nikita Zhivotovskiy · 2026-06-12 04:00

Majority-of-Three is Optimal

arXiv:2606.13614v1 Announce Type: new Abstract: We give a short proof that the majority vote of three independent consistent classifiers is an optimal learner in the realizable PAC setting. This proves optimality for the simplest voting scheme, while simplifying both the algorith…
arXiv stat.ML TIER_1 English(EN) · Nikita Zhivotovskiy · 2026-06-11 17:26

Majority-of-Three is Optimal

We give a short proof that the majority vote of three independent consistent classifiers is an optimal learner in the realizable PAC setting. This proves optimality for the simplest voting scheme, while simplifying both the algorithmic structure and the probabilistic analysis of …