KernelICA-package: KernelICA-package
In KernelICA: Kernel Independent Component Analysis
KernelICA-package R Documentation
KernelICA-package
Description
The kernel independent component analysis (kernel ICA) method introduced by Bach and Jordan in 2002 (see references).
A separate function for the incomplete Cholesky decomposition used in kernel ICA is also provided.
Author(s)
Maintainer: Klaus Nordhausen klausnordhausenR@gmail.com (ORCID)
Authors:
Klaus Nordhausen klausnordhausenR@gmail.com (ORCID)
Christoph L. Koesner christoph@koesner.at (ORCID)
Juho Eagling juho.eagling@gmail.com (ORCID)
References
Francis R. Bach, Michael I. Jordan
Kernel independent component analysis
Journal of Machine Learning Research 2002
\Sexpr[results=rd]{tools:::Rd_expr_doi("10.1162/153244303768966085")}
Francis R. Bach, Michael I. Jordan
Predictive low-rank decomposition for kernel methods.
Proceedings of the Twenty-second International Conference on Machine Learning (ICML) 2005
\Sexpr[results=rd]{tools:::Rd_expr_doi("10.1145/1102351.1102356")}.
Sean Martin, Andrew M. Raim, Wen Huang, Kofi P. Adragni
ManifoldOptim: An R Interface to the ROPTLIB Library for Riemannian Manifold Optimization
Journal of Statistical Software 2020
\Sexpr[results=rd]{tools:::Rd_expr_doi("10.18637/jss.v093.i01")}
KernelICA documentation built on Aug. 4, 2026, 9:07 a.m.
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| KernelICA-package | R Documentation |
KernelICA-package
Description
The kernel independent component analysis (kernel ICA) method introduced by Bach and Jordan in 2002 (see references). A separate function for the incomplete Cholesky decomposition used in kernel ICA is also provided.
Author(s)
Maintainer: Klaus Nordhausen klausnordhausenR@gmail.com (ORCID)
Authors:
Klaus Nordhausen klausnordhausenR@gmail.com (ORCID)
Christoph L. Koesner christoph@koesner.at (ORCID)
Juho Eagling juho.eagling@gmail.com (ORCID)
References
Francis R. Bach, Michael I. Jordan
Kernel independent component analysis
Journal of Machine Learning Research 2002
\Sexpr[results=rd]{tools:::Rd_expr_doi("10.1162/153244303768966085")}
Francis R. Bach, Michael I. Jordan
Predictive low-rank decomposition for kernel methods.
Proceedings of the Twenty-second International Conference on Machine Learning (ICML) 2005
\Sexpr[results=rd]{tools:::Rd_expr_doi("10.1145/1102351.1102356")}.
Sean Martin, Andrew M. Raim, Wen Huang, Kofi P. Adragni
ManifoldOptim: An R Interface to the ROPTLIB Library for Riemannian Manifold Optimization
Journal of Statistical Software 2020
\Sexpr[results=rd]{tools:::Rd_expr_doi("10.18637/jss.v093.i01")}
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
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