InPosition-package: InPosition: Inference Tests for _Ex_ploratory Analysis with...

InPosition-packageR Documentation

InPosition: Inference Tests for Exploratory Analysis with the Singular Value DecomPosition (ExPosition).

Description

InPosition provides multiple forms of inference tests for the ExPosition package.

Author(s)

Questions, comments, compliments, and complaints go to Derek Beaton exposition.software@gmail.com. Also see the bug-tracking and live update website for ExPosition: https://github.com/derekbeaton/ExPosition1

Primary authors and contributors are: Derek Beaton, Joseph Dunlop, and Hervé Abdi

References

Permutation:
Berry, K. J., Johnston, J. E., & Mielke, P. W. (2011). Permutation methods. Wiley Interdisciplinary Reviews: Computational Statistics,3, 527–542.
Peres-Neto, P. R., Jackson, D. A., & Somers, K. M. (2005). How many principal components? Stopping rules for determining the number of non-trivial axes revisited. Computational Statistics & Data Analysis, 49(4), 974-997.

Bootstrap:
Chernick, M. R. (2008). Bootstrap methods: A guide for practitioners and researchers (Vol. 619). Wiley-Interscience.
Hesterberg, T. (2011). Bootstrap. Wiley Interdisciplinary Reviews: Computational Statistics, 3, 497–526.

See Also

epPCA.inference.battery, epCA.inference.battery, epMCA.inference.battery. There are no inference tests for MDS at this time. We recommend PCA for inference instead of MDS (some MDS inference tests require the rectangluar table, not the distances, so it is easier to just use PCA).

See also inGraphs for graphing and caChiTest for an alternate to resampling methods for Correspondence Analysis.


InPosition documentation built on April 15, 2025, 9:07 a.m.