Implementation of SparseMDC Algorithm
Uniform data generator For use with the gap statistic. Generates datas...
Lambda 1 Calcualtor
Lambda 2 Calculator
mu Calculator
Mu Solver
Penalty calculator
Pre-process data
The soft thresholding operator
Score calculator
SparseDC Multi Parallel
SparseDC Multi
Gap Statistic Calculator
update_c
update_mu
Implements the algorithm described in Barron, M., and Li, J. (Not yet published). This algorithm clusters samples from multiple ordered populations, links the clusters across the conditions and identifies marker genes for these changes. The package was designed for scRNA-Seq data but is also applicable to many other data types, just replace cells with samples and genes with variables. The package also contains functions for estimating the parameters for SparseMDC as outlined in the paper. We recommend that users further select their marker genes using the magnitude of the cluster centers.