Rdimtools:一个用于降维和本征维数估计的R软件包
Rdimtools: An R package for Dimension Reduction and Intrinsic Dimension Estimation
摘要:
发现复杂高维数据的模式是一个长期存在的问题。降维(DR)和固有维估计(IDE)是两个基本的主题程序,它们有助于对数据的几何理解。我们提出了Rdimtools -一个R包,支持133 DR和17 IDE算法,其程度使多方面的审查数据在一个地方更容易。Rdimtools在MIT许可下分发,可以从CRAN,GitHub及其软件包网站访问,所有这些都提供安装说明,自包含的示例和API文档。
英文摘要:
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.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。