\(\mathcal{F}\) 的 Vapnik–Chervonenkis Dimension,简称 VC Dimension,记作 \(d_\mathcal{F}\),是最大的满足如下条件的整数 \(N\) \[ S_\mathcal{F}(N) = 2^N \] 如果不存在这样的整数,我们记 \(d_\mathcal{F}=\infty\)。 显然...
International Conference on Algorithmic Learning TheoryAlonso, C.L., Montaña, J.L.: VapnikChervonenkis Dimension of Parallel Arithmetic Computations. In: Proc. of Algorithmic Learning Theory, 18th International Conference, pp. 107–119 (2007)...
VCTheoryVapnik–Chervonenkis.PDF,1 VCTheory: Vapnik–ChervonenkisDimension /slt/vc-theory-vapnik-chervonenkis-dimension Symmetrimization posted on Free Mind on July 30, 2012 generated withpandoc onDecember 3, 2015 category: Statistical Learning Theory ta
1VCTheory:Vapnik–ChervonenkisDimensionhttp://freemind.pluskid/slt/vc-theory-vapnik-chervonenkis-dimensionpostedonFreeMindonJuly30,2012generatedwithpandoconDecember3,2015category:StatisticalLearning eorytags:BinaryClassification上一次我们介绍了通过Symmetrimization的方法进行变形,从而得到了如下形式的不等式:P supf...
Most of the work on the Vapnik-Chervonenkis dimension of neural networks has been focused on feedforward networks. However, recurrent networks are also widely used in learning applications, in particular when time is a relevant parameter. This paper provides lower and upper bounds for the VC dimen...
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On Martingale Extensions of Vapnik–Chervonenkis Theory with Applications to Online Learning Summary: We review recent advances on uniform martingale laws of large numbers and the associated sequential complexity measures. These results may be considered as forming a non-i.i.d. generalization of Vapnik...
Vapnik-Chervonenkis Theory 作者: Surhone, Lambert M.; Tennoe, Mariam T.; Henssonow, Susan F.页数: 108ISBN: 9786131126253豆瓣评分 目前无人评价 评价: 写笔记 写书评 加入购书单 分享到 推荐 我来说两句 短评 ··· 热门 / 最新 / 好友 还没人写过短评呢 我要写书评 Vapnik-Chervonenkis Theory的...
doi:10.1007/978-1-4612-0711-5_13Luc DevroyeLászló GyrfiGábor LugosiDevroye, L.; Gyorfi, L.; Lugosi, G. Vapnik-Chervonenkis theory. In A Probabilistic Theory of Pattern Recognition; Springer: New York, NY, USA, 1996; pp. 187-213....
Lecture 18 : Introduction to Vapnik-Chervonenkis ( VC ) Theory Vapnik-Chervonenkis TheoryCastro, R