fICA-package {fICA} | R Documentation |
Classical, Reloaded and Adaptive FastICA Algorithms
Description
Algorithms for classical symmetric and deflation-based FastICA, reloaded deflation-based FastICA algorithm and an algorithm for adaptive deflation-based FastICA using multiple nonlinearities. For details, see Miettinen et al. (2014) <doi:10.1109/TSP.2014.2356442> and Miettinen et al. (2017) <doi:10.1016/j.sigpro.2016.08.028>. The package is described in Miettinen, Nordhausen and Taskinen (2018) <doi:10.32614/RJ-2018-046>.
Details
Package: | fICA |
Type: | Package |
Title: | Classical, Reloaded and Adaptive FastICA Algorithms |
Version: | 1.1-3 |
Date: | 2025-03-27 |
Authors@R: | c(person(given = "Jari", family = "Miettinen", role = c("aut"), comment = c(ORCID = "0000-0002-3270-7014")), person(given = "Klaus", family = "Nordhausen", role = c("aut","cre"), email = "klausnordhausenr@gmail.com", comment = c(ORCID = "0000-0002-3758-8501")), person(given = "Hannu", family = "Oja", role = "aut", comment = c(ORCID = "0000-0002-4945-5976")), person(given = "Sara", family = "Taskinen", role = "aut", comment = c(ORCID = "0000-0001-9470-7258"))) |
Author: | Jari Miettinen [aut] (<https://orcid.org/0000-0002-3270-7014>), Klaus Nordhausen [aut, cre] (<https://orcid.org/0000-0002-3758-8501>), Hannu Oja [aut] (<https://orcid.org/0000-0002-4945-5976>), Sara Taskinen [aut] (<https://orcid.org/0000-0001-9470-7258>) |
Maintainer: | Klaus Nordhausen <klausnordhausenr@gmail.com> |
Imports: | stats, JADE, Rcpp (>= 0.11.0) |
LinkingTo: | Rcpp, RcppArmadillo |
Suggests: | BSSasymp |
Description: | Algorithms for classical symmetric and deflation-based FastICA, reloaded deflation-based FastICA algorithm and an algorithm for adaptive deflation-based FastICA using multiple nonlinearities. For details, see Miettinen et al. (2014) <doi:10.1109/TSP.2014.2356442> and Miettinen et al. (2017) <doi:10.1016/j.sigpro.2016.08.028>. The package is described in Miettinen, Nordhausen and Taskinen (2018) <doi:10.32614/RJ-2018-046>. |
License: | GPL (>= 2) |
Archs: | x64 |
Index of help topics:
adapt_fICA Adaptive Deflation-based FastICA Method for Independent Component Analysis compute_alphas Estimation of Alphas in the Asymptotic Covariance Matrix of the Deflation-based FastICA Estimator fICA Symmetric and Deflation-based FastICA Methods for Independent Component Analysis fICA-package Classical, Reloaded and Adaptive FastICA Algorithms nonlinearities Set of Nonlinearities for Adaptive Deflation-based FastICA Method reloaded_fICA Reloaded Deflation-based FastICA Method for Independent Component Analysis
Author(s)
Jari Miettinen [aut] (<https://orcid.org/0000-0002-3270-7014>), Klaus Nordhausen [aut, cre] (<https://orcid.org/0000-0002-3758-8501>), Hannu Oja [aut] (<https://orcid.org/0000-0002-4945-5976>), Sara Taskinen [aut] (<https://orcid.org/0000-0001-9470-7258>)
Maintainer: Klaus Nordhausen <klausnordhausenr@gmail.com>
References
Miettinen, J., Nordhausen, K. and Taskinen, S. (2018), fICA: FastICA Algorithms and Their Improved Variants, The R Journal, 10, 148–158, <doi:10.32614/RJ-2018-046>.