Package: HDMAADMM
Type: Package
Title: ADMM for High-Dimensional Mediation Models
Version: 0.0.1
Date: 2023-12-01
Authors@R: c(person(given = "Pei-Shan",
           family = "Yen", 
           email = "peishan0824@gmail.com",
           role = c("aut",'cre'), 
           comment = c(ORCID = '0000-0001-7386-0552')),
           person(given = "Ching-Chuan",
           family = "Chen",
           role = c("aut"),
           email = "zw12356@gmail.com",
           comment = c(ORCID = '0009-0007-8273-3206')))
Maintainer: Pei-Shan Yen <peishan0824@gmail.com>
Description: We use the Alternating Direction Method of Multipliers (ADMM) for parameter estimation in high-dimensional, single-modality mediation models. To improve the sensitivity and specificity of estimated mediation effects, we offer the sure independence screening (SIS) function for dimension reduction. The available penalty options include Lasso, Elastic Net, Pathway Lasso, and Network-constrained Penalty. The methods employed in the package are based on Boyd, S., Parikh, N., Chu, E., Peleato, B., & Eckstein, J. (2011). <doi:10.1561/2200000016>, Fan, J., & Lv, J. (2008) <doi:10.1111/j.1467-9868.2008.00674.x>, Li, C., & Li, H. (2008) <doi:10.1093/bioinformatics/btn081>, Tibshirani, R. (1996) <doi:10.1111/j.2517-6161.1996.tb02080.x>, Zhao, Y., & Luo, X. (2022) <doi:10.4310/21-sii673>, and Zou, H., & Hastie, T. (2005) <doi:10.1111/j.1467-9868.2005.00503.x>. 
License: MIT + file LICENSE
Depends: R (>= 4.0.0)
Imports: Rcpp (>= 1.0.0), dqrng, RcppEigen
LinkingTo: Rcpp, RcppEigen
Suggests: roxygen2
Encoding: UTF-8
URL: https://github.com/psyen0824/HDMAADMM
BugReports: https://github.com/psyen0824/HDMAADMM/issues
RoxygenNote: 7.2.3
NeedsCompilation: yes
Packaged: 2023-11-29 01:24:52 UTC; peish
Author: Pei-Shan Yen [aut, cre] (<https://orcid.org/0000-0001-7386-0552>),
  Ching-Chuan Chen [aut] (<https://orcid.org/0009-0007-8273-3206>)
Repository: CRAN
Date/Publication: 2023-11-29 14:00:16 UTC
Built: R 4.4.0; x86_64-apple-darwin20; 2024-04-07 23:41:01 UTC; unix
Archs: HDMAADMM.so.dSYM
