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.Rbuildignore

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^.*cran-comments.md$
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^.*revdep.*
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^CRAN-RELEASE$
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^CRAN-SUBMISSION$
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^doc$
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^Meta$

DESCRIPTION

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Authors@R: c(person("Zachary", "Kurtz", role = c("aut", "cre"), email="[email protected]"),
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person("Christian", "M\u00FCller", role = c("aut", "ctb"), email="[email protected]"))
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Description: Model selection for penalized graphical models using the Stability Approach to Regularization Selection ('StARS'), with options for speed-ups including Bounded StARS (B-StARS), batch computing, and other stability metrics (e.g., graphlet stability G-StARS). Christian L. Müller, Richard Bonneau, Zachary Kurtz (2016) <arXiv:1605.07072>.
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URL: http://github.com/zdk123/pulsar, http://arxiv.org/abs/1605.07072
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BugReports: http://github.com/zdk123/pulsar/issues
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URL: https://github.com/zdk123/pulsar, https://arxiv.org/abs/1605.07072
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BugReports: https://github.com/zdk123/pulsar/issues
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Depends:
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R (>= 3.2.0)
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License: GPL (>= 2)
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utils,
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tools,
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Matrix
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RoxygenNote: 7.1.0
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RoxygenNote: 7.2.1
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VignetteBuilder: knitr

R/mcPulsarSelect.R

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#' }
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#' @importFrom Matrix mean triu
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#' @importFrom parallel mclapply
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#' @references Müller, C. L., Bonneau, R., & Kurtz, Z. (2016). Generalized Stability Approach for Regularized Graphical Models. arXiv. http://arxiv.org/abs/1605.07072
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#' @references Müller, C. L., Bonneau, R., & Kurtz, Z. (2016). Generalized Stability Approach for Regularized Graphical Models. arXiv. https://arxiv.org/abs/1605.07072
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#' @references Liu, H., Roeder, K., & Wasserman, L. (2010). Stability approach to regularization selection (stars) for high dimensional graphical models. Proceedings of the Twenty-Third Annual Conference on Neural Information Processing Systems (NIPS).
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#' @references Zhao, T., Liu, H., Roeder, K., Lafferty, J., & Wasserman, L. (2012). The huge Package for High-dimensional Undirected Graph Estimation in R. The Journal of Machine Learning Research, 13, 1059–1062.
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#' @seealso \code{\link{batch.pulsar}} \code{\link{refit}}

R/pulsar-package.R

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#' @name pulsar-package
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#' @seealso \code{\link{pulsar-function}}, \code{\link{pulsar}}, \code{\link{batch.pulsar}}
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#' @docType package
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#' @references Müller, C. L., Bonneau, R. A., & Kurtz, Z. D. (2016).Generalized Stability Approach for Regularized Graphical Models.arXiv: http://arxiv.org/abs/1605.07072.
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#' @references Müller, C. L., Bonneau, R. A., & Kurtz, Z. D. (2016).Generalized Stability Approach for Regularized Graphical Models.arXiv: https://arxiv.org/abs/1605.07072.
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NULL
2020

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#' Graphical model functions for pulsar
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#' @name pulsar-function
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#' @aliases pulsar-function
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#' @seealso \code{\link{pulsar}}, \code{\link{batch.pulsar}}, \pkg{huge}, \pkg{Matrix}
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#' @references Müller, C. L., Bonneau, R. A., & Kurtz, Z. D. (2016). Generalized Stability Approach for Regularized Graphical Models. arXiv: http://arxiv.org/abs/1605.07072.
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#' @references Müller, C. L., Bonneau, R. A., & Kurtz, Z. D. (2016). Generalized Stability Approach for Regularized Graphical Models. arXiv: https://arxiv.org/abs/1605.07072.
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NULL

inst/CITATION

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arxivId = "1605.07072",
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eprint = "1605.07072",
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month = "May",
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url = "http://arxiv.org/abs/1605.07072",
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url = "https://arxiv.org/abs/1605.07072",
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year = "2016",
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textVersion =
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paste("M\u00FCller, C. L., Bonneau, R. A., & Kurtz, Z. D. (2016).",
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"Generalized Stability Approach for Regularized Graphical Models.",
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"arXiv. Retrieved from http://arxiv.org/abs/1605.07072.")
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"arXiv. Retrieved from https://arxiv.org/abs/1605.07072.")
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)

inst/gstars.bib

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pages = {781--794},
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pmid = {25392704},
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title = {{Exact covariance thresholding into connected components for large-scale Graphical Lasso}},
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url = {http://arxiv.org/abs/1108.3829$\backslash$nhttp://jmlr.org/papers/v13/mazumder12a.html},
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url = {https://arxiv.org/abs/1108.3829$\backslash$nhttp://jmlr.org/papers/v13/mazumder12a.html},
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volume = {13},
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year = {2012}
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}
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}
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@article{Ravikumar2011b,
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author = {Ravikumar, Pradeep and Wainwright, Martin J. and Raskutti, Garvesh and Yu, Bin},
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doi = {10.1214/11-EJS631},
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issn = {1935-7524},
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journal = {Electronic Journal of Statistics},
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number = {January 2010},
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pages = {935--980},
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title = {{High-dimensional covariance estimation by minimizing L1 -penalized log-determinant divergence}},
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url = {http://projecteuclid.org/euclid.ejs/1316092865},
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volume = {5},
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year = {2011}
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}
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}
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@article{Meinshausen:2010,
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author = {Meinshausen, N and B{\"{u}}hlmann, P},
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doi = {10.1111/j.1467-9868.2010.00740.x},
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file = {:Users/cmueller/Documents/Mendeley Desktop/Meinshausen, B{\"{u}}hlmann - 2010 - Stability selection.pdf:pdf},
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issn = {1467-9868},
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journal = {J. R. Stat. Soc. Ser. B Stat. Methodol.},
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pages = {417--473},
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publisher = {Blackwell Publishing Ltd},
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title = {{Stability selection}},
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url = {http://dx.doi.org/10.1111/j.1467-9868.2010.00740.x},
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volume = {72},
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year = {2010}
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}
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keywords = {data-dependent model selection,estimation,glasso,high-dimensional undirected graph estimation,huge,lossless screening,lossy screening,semiparametric graph},
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pages = {1059--1062},
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title = {{The huge package for high-dimensional undirected graph estimation in r}},
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url = {http://dl.acm.org/citation.cfm?id=2343681},
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url = {https://dl.acm.org/doi/10.5555/2503308.2343681},
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volume = {13},
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year = {2012}
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}
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keywords = {binary data,convex optimization,gaussian,graphical model,maximum likelihood estimation,model selection},
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pages = {485--516},
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title = {{Model selection through sparse maximum likelihood estimation for multivariate gaussian or binary data}},
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url = {http://dl.acm.org/citation.cfm?id=1390696},
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url = {https://dl.acm.org/doi/10.5555/1390681.1390696},
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volume = {9},
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year = {2008}
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}
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mendeley-groups = {PULSAR},
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pages = {1--14},
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title = {{Extended Bayesian Information Criteria for Gaussian Graphical Models}},
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url = {http://arxiv.org/abs/1011.6640},
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url = {https://arxiv.org/abs/1011.6640},
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year = {2010}
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}
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@article{Lafferty2012,
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file = {:Users/cmueller/Documents/Mendeley Desktop/Tandon, Ravikumar - 2014 - Learning Graphs with a Few Hubs.pdf:pdf},
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pages = {602--610},
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title = {{Learning Graphs with a Few Hubs}},
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url = {http://jmlr.org/proceedings/papers/v32/tandon14.html},
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url = {https://proceedings.mlr.press/v32/tandon14.html},
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year = {2014}
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}
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journal = {arXiv 1601.06834},
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title = {{Combinatorial algorithm for counting small induced graphs and orbits}},
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url = {http://arxiv.org/abs/1601.06834},
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url = {https://arxiv.org/abs/1601.06834},
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year = {2016}
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}
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@article{Hsieh2014,
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keywords = {Gaussian Markov,covariance,graphical model,optimization,random field,regularization},
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title = {{QUIC: Quadratic Approximation for Sparse Inverse Covariance Estimation}},
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url = {http://jmlr.org/papers/v15/hsieh14a.html},
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url = {https://jmlr.org/papers/v15/hsieh14a.html},
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volume = {15},
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year = {2014}
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}
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keywords = {lasso,model selection,parameter estimation,prediction},
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title = {{Estimation Stability with Cross Validation (ESCV)}},
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url = {http://arxiv.org/abs/1303.3128},
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url = {https://arxiv.org/abs/1303.3128},
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year = {2013}
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}
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@article{Poisson1837,

man/pulsar-function.Rd

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man/pulsar-package.Rd

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man/pulsar.Rd

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