ODP: Exploration for Random Objects Using Distance Profiles

This package provides tools for exploratory data analysis of random objects lying in metric spaces, including distance profiles, transport ranks, object MDS plots, and profile MDS plots.

Reference: Dubey, P.*, Chen, Y.* & Müller, H.-G. (2022). Metric statistics: Exploration and inference for random objects with distance profiles doi:10.48550/arXiv.2202.06117.
*: contributed equally to the paper.

Installation of the current development version

You can install the development version of the package in R using:

devtools::install_github("yqgchen/ODP")

Load Package and Data

Once installed you can load the package with:

library(ODP)

Citation

If using this package, one must cite this package properly.

For papers following APA format, we recommend the following citation:
Chen, Y., Dubey, P., and Müller, H.-G. (2024). ODP: Exploration for Random Objects Using Distance Profiles. R package version 0.1.1. https://github.com/yqgchen/ODP

A BibTeX entry for LaTeX users is

@Manual{,
  title = {{ODP: Exploration for Random Objects Using Distance Profiles}},
  author = {Chen, Yaqing and Dubey, Paromita and M\"uller, Hans-Georg},
  year = {2024},
  note = {R package version 0.1.1},
  url = {https://github.com/yqgchen/ODP},
}

Acknowledgment

The development of this package has been supported by NSF grants DMS-2311034 (PD) and DMS-2311035 (YC).