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Package: mcmcabn
Title: Flexible Implementation of a Structural MCMC Sampler for DAGs
Version: 0.4
Authors@R: c(person("Gilles", "Kratzer", role = c("aut", "cre"),
Version: 0.5
Authors@R: c(person("Gilles", "Kratzer", role = c("aut"),
email = "gilles.kratzer@gmail.com",
comment = c(ORCID = "0000-0002-5929-8935")),
person("Reinhard", "Furrer", role = c("ctb"),
email = "reinhard.furrer@math.uzh.ch",
comment = c(ORCID = "0000-0002-6319-2332")))
Maintainer: Gilles Kratzer <gilles.kratzer@gmail.com>
comment = c(ORCID = "0000-0002-6319-2332")),
person("Annina","Cincera",role=c("cre"),
email = "annina.cincera@math.uzh.ch"))
Maintainer: Annina Cincera <annina.cincera@math.uzh.ch>
Description: Flexible implementation of a structural MCMC sampler for Directed Acyclic Graphs (DAGs). It supports the new edge reversal move from Grzegorczyk and Husmeier (2008) <doi:10.1007/s10994-008-5057-7> and the Markov blanket resampling from Su and Borsuk (2016) <https://jmlr.org/papers/v17/su16a.html>. It supports three priors: a prior controlling for structure complexity from Koivisto and Sood (2004) <https://dl.acm.org/doi/10.5555/1005332.1005352>, an uninformative prior and a user-defined prior. The three main problems that can be addressed by this R package are selecting the most probable structure based on a cache of pre-computed scores, controlling for overfitting, and sampling the landscape of high scoring structures. It allows us to quantify the marginal impact of relationships of interest by marginalizing out over structures or nuisance dependencies. Structural MCMC seems an elegant and natural way to estimate the true marginal impact, so one can determine if it's magnitude is big enough to consider as a worthwhile intervention.
Depends: R (>= 3.5.0)
License: GPL-3
......
......@@ -15,3 +15,7 @@
## mcmcmabn 0.4:
* update mcmcabn for interaction with abn 2.4
## mcmcabn 0.5:
* change of maintainer
......@@ -6,7 +6,7 @@
query <- function(mcmcabn = NULL, formula = NULL) {
if (!(!is.matrix(formula) || !is.null(formula) || !class(formula) == "formula")) {
if (!(!is.matrix(formula) || !is.null(formula) || !inherits(formula,"formula"))) {
stop("Formula statment should be given using either a matrix or a formula. Alternativelly, the argument could be null to return all individual arc support")
}
......@@ -43,7 +43,7 @@ query <- function(mcmcabn = NULL, formula = NULL) {
}
if (class(formula) == "formula") {
if (inherits(formula,"formula")) {
f <- as.character(formula)
......
# mcmcabn: An R Package for Sampling Dags Using Structural MCMC
(PUBLIC) !!! UNSTABLE VERSION !!!
mcmcabn is a one-man-show (me!) and made of more than 15'000 lines of code which are not bug free! So use it with caution and awareness.
mcmcabn is made of more than 15'000 lines of code which are not bug free! So use it with caution and awareness.
## Installation
......
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<li><a href="mcmcabn-advanced.html">Advances with Mcmcabn: A Structural Mcmc Sampler for Dags Learned from Observed Systemic Datasets</a></li>
<li><a href="mcmcabn.html">mcmcabn: A Structural Mcmc Sampler for Dags Learned from Observed Systemic Datasets</a></li>
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<dl><dt><a href="mcmcabn-advanced.html">Advances with Mcmcabn: A Structural Mcmc Sampler for Dags Learned from Observed Systemic Datasets</a></dt>
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