seriation-package: seriation: Infrastructure for Ordering Objects Using...

In seriation: Infrastructure for Ordering Objects Using Seriation

seriation: Infrastructure for Ordering Objects Using Seriation

Description

Infrastructure for ordering objects with an implementation of several seriation/sequencing/ordination techniques to reorder matrices, dissimilarity matrices, and dendrograms. Also provides (optimally) reordered heatmaps, color images and clustering visualizations like dissimilarity plots, and visual assessment of cluster tendency plots (VAT and iVAT). Hahsler et al (2008) \Sexpr[results=rd]{tools:::Rd_expr_doi("10.18637/jss.v025.i03")}.

Key functions

• Seriation: seriate(), criterion(), get_order(), permute()

• Visualization: pimage(), bertinplot(), hmap(), dissplot(), VAT()

Available seriation methods and criteria

• A list with the implemented seriation methods

• A visual comparison between seriation methods

• A list with the implemented seriation criteria

Quickstart guides

• How to reorder heatmaps

• How to reorder correlation matrices

• How to evaluate clusters using dissimilarity plots

Author(s)

Maintainer: Michael Hahsler [e-mail] (ORCID) [copyright holder]

Authors:

• Christian Buchta [copyright holder]

• Kurt Hornik (ORCID) [copyright holder]

Other contributors:

• David Barnett [contributor]

• Michael Brusco [contributor, copyright holder]

• Michael Friendly [contributor]

• Hans-Friedrich Koehn [contributor, copyright holder]

• Fionn Murtagh [contributor, copyright holder]

• Stephanie Stahl [contributor, copyright holder]

References

Michael Hahsler, Kurt Hornik, and Christian Buchta. Getting things in order: An introduction to the R package seriation. Journal of Statistical Software, 25(3):1–34, March 2008. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.18637/jss.v025.i03")}

See Also

Useful links:

• https://github.com/mhahsler/seriation

• Report bugs at https://github.com/mhahsler/seriation/issues

seriation documentation built on Sept. 11, 2024, 7:33 p.m.