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unlimited covering manifold的中文,翻译,解释,例句

unlimited covering manifold

unlimited covering manifold的基本解释
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无限覆盖廖

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In this paper, the existence of isometric mapping between the manifold in the high-dimensional data space and the parameter space is proved. By distinguishing the intrinsic dimensionality of high-dimensional data space from the manifold dimensionality, and it is proved that the intrinsic dimensionality is the upper bound of the manifold dimensionality in the high-dimensional space in which there is a toroidal manifold.

首先给出了高维数据的连续流形和低维参数空间之间的等距映射存在性证明,然后区分了嵌入空间维数、高维数据空间的固有维数和流形维数,并证明存在环状流形高维数据空间的参数空间维数小于嵌入空间维数。

The linear manifold-learning algorithms represented by PCA, with their substantial mathematical foundation and simple implementation, but they are not able to show complex nonlinear manifold structure with their linear essence, which gives rise to nonlinear manifold-learning algorithms such as Isomap, SIE etc.

以PCA为代表的线性流形学习算法有较强的数学基础,实现简单,但是其线性本质并不能揭示复杂的非线性流形结构;于是又出现了以Isomap、SIE等为代表的非线性流形学习算法。

As the special characteristic of nonlinearity, several notions are introduced and used in this paper, such as differential manifold, vector field, diffeomorphism, tangent space, topological equivalence. Stable manifold and unstable manifold are also introduced.

针对非线性的特殊性,本文专门介绍了非线性中几个比较特殊的概念,如微分流形、向量场、微分同胚、切空间以及等价关系等,对稳定和不稳定流形也作了介绍。

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unlimited covering manifold:无限覆盖廖

unlimited 无限的 | unlimited covering manifold 无限覆盖廖 | unlimitedness 无穷