论文标题

rdimtools:用于缩小尺寸和内在维度估计的R包装

Rdimtools: An R package for Dimension Reduction and Intrinsic Dimension Estimation

论文作者

You, Kisung

论文摘要

发现复杂的高维数据的模式是一个长期存在的问题。缩小维度(DR)和内在维度估计(IDE)是两个基本主题程序,可促进对数据的几何理解。我们提出了RDIMTOOLS-支持133 DR和17个IDE算法的R软件包,其范围使对一个地方的数据进行多方面的审查更加容易。 RDIMTOOLS是根据MIT许可证分发的,可从Cran,Github及其包装网站访问,所有这些都提供了安装,独立示例和API文档的指导。

Discovering patterns of the complex high-dimensional data is a long-standing problem. Dimension Reduction (DR) and Intrinsic Dimension Estimation (IDE) are two fundamental thematic programs that facilitate geometric understanding of the data. We present Rdimtools - an R package that supports 133 DR and 17 IDE algorithms whose extent makes multifaceted scrutiny of the data in one place easier. Rdimtools is distributed under the MIT license and is accessible from CRAN, GitHub, and its package website, all of which deliver instruction for installation, self-contained examples, and API documentation.

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