Adaptive Generalized PCA
adaptiveGPCA: A package for structured dimensionality reduction
Adaptive gPCA
Check that the axes specified are valid
Check compatibility of agpca and phyloseq objects
Estimate parameters in hierarchical model
Estimate variance components
Find reflection
gPCA
gPCA using pre-computed eidendecomposition
Make a sequence of ordinations
Derivative of the likelihood
Derivative of
Shiny gadget for tree/taxonomy inspection
The likelihood at a given value of and
Likelihood of data in two-parameter model
The likelihood at a given value of and the maximizing for...
Normalizes a matrix.
Plot an adaptivegpca object
Print an adaptivegpca object
Make the input matrices for adaptive gPCA
Value of that maximizes the likelihood for a given value of...
Variance along eigenvectors of Q
Shiny gadget for adaptive gPCA
Implements adaptive gPCA, as described in: Fukuyama, J. (2017) <arXiv:1702.00501>. The package also includes functionality for applying the method to 'phyloseq' objects so that the method can be easily applied to microbiome data and a 'shiny' app for interactive visualization.