ticphasetype-package: ticphasetype: Phase-type distributions for bioinformatics

In aumath-advancedr2019/ticphasetype: Phase-type distributions for bioinformatics

Description

This package implements core functions from phase-type theory that are useful in the analysis of biological data.

Details

ticphasetype contains several functions for representing statistics that are commonly used in population genomics. t_mrca and t_total can be used for modelling the time until the most recent common ancestor and the total tree length for Kingman's coalescence using a user-friendly interface. These two quantities are represented using a continuous phase-type distribution (the cont_phase_type class). The user can use the generator function for this class if they want phase-type representations based on other coalescent models.

On the other hand, ticphasetype can also model the mutational process. The package contains a generator function for the block counting process of Kingsman's coalescent (kingsman). By reward-transforming this continuous phase-type representation, ticphasetype creates discrete phase-type distributions of singletons, doubletons and related statistics (itons), for the total number of segregating sites (segsites), and for the tail statistic (tailstat). All these quantities are represented using the disc_phase_type class, whose generator function can also be used for user-tailored discrete phase-type distributions.

The mean and the variance of the any phase-type representation can easily be computed using mean and var respectively. Moreover, a readable summary of a distribution can be obtained using the generic function summary.

This package also contains functions for the density (dphtype), quantiles (qphtype), distribution pphtype and random draw generator (rphtype) for both discrete and continuous phase-type distributions. Additionally, the user can calculate and plot the site-frequency spectrum using sfs.

For more details see the vignette by running vignette("ticphasetype").

aumath-advancedr2019/ticphasetype documentation built on Jan. 29, 2020, 12:24 p.m.