1989年Natarajan将VC维的应用范围扩展到了多元分类函数(Natarajan dimension),随后在1992年Ben等学者在发表的论文中研究了多元分类函数的PAC可学习性并且将Natarajan的研究结果再泛化。 VC理论的一个重要应用是VC维可以用来预测预测分类模型的在测试数据上的误差的概率上限,从而可以由理论分析判断模型的泛化能力,Vapnik证明...
VC Dimension of Multilayer Neural Networks,该文章给出了多层神经网络的VC bound的相关证明。 Lecun: What is the relationship between Deep Learning and Support Vector Machines / Statistical Learning Theory?Vapnik really believes in his bounds. He worried that neural nets didn’t have similarly good way...
VC Dimension of Multilayer Neural Networks,该文章给出了多层神经网络的VC bound的相关证明。 Lecun: What is the relationship between Deep Learning and Support Vector Machines / Statistical Learning Theory?Vapnik really believes in his bounds. He worried that neural nets didn’t have similarly good way...
VC Dimension of Multilayer Neural Networks,该文章给出了多层神经网络的VC bound的相关证明。 Lecun: What is the relationship between Deep Learning and Support Vector Machines / Statistical Learning Theory?Vapnik really believes in his bounds. He worried that neural nets didn’t have similarly good way...
VC Dimension of Multilayer Neural Networks,该文章给出了多层神经网络的VC bound的相关证明。 Lecun: What is the relationship between Deep Learning and Support Vector Machines / Statistical Learning Theory?Vapnik really believes in his bounds. He worried that neural nets didn’t have similarly good way...
VC Dimension of Multilayer Neural Networks,该文章给出了多层神经网络的VC bound的相关证明。 Lecun: What is the relationship between Deep Learning and Support Vector Machines / Statistical Learning Theory?Vapnik really believes in his bounds. He worried that neural nets didn’t have similarly good way...
W. Maass. Neural nets with superlinear VC-dimension. Neural Com- putation, 6(5):877{884, 1994.Maass, W. (1994). Neural nets with superlinear VC-dimension. Neural Computa- tion, 6(5), 877-884.Wolfgang Maass, Neural nets with superlinear VC-dimension, Neural Computation, v.6 n.5, p...
VC Dimension of Multilayer Neural Networks,该文章给出了多层神经网络的VC bound的相关证明。 Lecun: What is the relationship between Deep Learning and Support Vector Machines / Statistical Learning Theory?Vapnik really believes in his bounds. He worried that neural nets didn’t have similarly good way...
VC Dimension of Multilayer Neural Networks,该文章给出了多层神经网络的VC bound的相关证明。 Lecun: What is the relationship between Deep Learning and Support Vector Machines / Statistical Learning Theory?Vapnik really believes in his bounds. He worried that neural nets didn’t have similarly good way...
展开 关键词: generalisation (artificial intelligence learning (artificial intelligence learning systems neural nets VC dimension theory Vapnik-Chervonenkis dimension binary discriminant functions forgetting rate generalization performance learning system DOI: 10.1109/IJCNN.1993.713961 年份: 1993 收藏...