JADE-package {JADE}R Documentation

Blind Source Separation Methods Based on Joint Diagonalization and Some BSS Performance Criteria

Description

Cardoso's JADE algorithm as well as his functions for joint diagonalization are ported to R. Also several other blind source separation (BSS) methods, like AMUSE and SOBI, and some criteria for performance evaluation of BSS algorithms, are given. The package is described in Miettinen, Nordhausen and Taskinen (2017) <doi:10.18637/jss.v076.i02>.

Details

Package: JADE
Type: Package
Title: Blind Source Separation Methods Based on Joint Diagonalization and Some BSS Performance Criteria
Version: 2.0-4
Date: 2023-09-17
Authors@R: c(person(given = "Klaus", family = "Nordhausen", role = c("aut", "cre"), email = "klausnordhausenR@gmail.com", comment = c(ORCID = "0000-0002-3758-8501")), person(given = "Jean-Francois", family = "Cardoso", role = "aut"), person(given = "Jari", family = "Miettinen", role = "aut", comment = c(ORCID = "0000-0002-3270-7014")), person(given = "Hannu", family = "Oja", role = "aut", comment = c(ORCID = "0000-0002-4945-5976")), person(given = "Esa", family = "Ollila", role = "aut"), person(given = "Sara", family = "Taskinen", role = "aut", comment = c(ORCID = "0000-0001-9470-7258")))
Author: Klaus Nordhausen [aut, cre] (<https://orcid.org/0000-0002-3758-8501>), Jean-Francois Cardoso [aut], Jari Miettinen [aut] (<https://orcid.org/0000-0002-3270-7014>), Hannu Oja [aut] (<https://orcid.org/0000-0002-4945-5976>), Esa Ollila [aut], Sara Taskinen [aut] (<https://orcid.org/0000-0001-9470-7258>)
Maintainer: Klaus Nordhausen <klausnordhausenR@gmail.com>
Imports: clue, graphics
Suggests: ICS, ICSNP
Description: Cardoso's JADE algorithm as well as his functions for joint diagonalization are ported to R. Also several other blind source separation (BSS) methods, like AMUSE and SOBI, and some criteria for performance evaluation of BSS algorithms, are given. The package is described in Miettinen, Nordhausen and Taskinen (2017) <doi:10.18637/jss.v076.i02>.
License: GPL (>= 2)
LazyData: true
Archs: x64

Index of help topics:

AMUSE                   AMUSE Method for Blind Source Separation
CPPdata                 Cocktail Party Problem Data
ComonGAP                Comon's Gap
FG                      Joint Diagonalization of Real Positive-definite
                        Matrices
FOBI                    Function to perform FOBI for ICA
JADE                    JADE Algorithm for ICA
JADE-package            Blind Source Separation Methods Based on Joint
                        Diagonalization and Some BSS Performance
                        Criteria
MD                      Minimum Distance index MD
NSS.JD                  NSS.JD Method for Nonstationary Blind Source
                        Separation
NSS.SD                  NSS.SD Method for Nonstationary Blind Source
                        Separation
NSS.TD.JD               NSS.TD.JD Method for Nonstationary Blind Source
                        Separation
SIR                     Signal to Interference Ratio
SOBI                    SOBI Method for Blind Source Separation
amari.error             Amari Error
bss.components          Function to Extract Estimated Sources from an
                        Object of Class bss
cjd                     Joint Diagonalization of Complex Matrices
coef.bss                Coefficients of a bss Object
djd                     Function for Joint Diagonalization of k Square
                        Matrices in a Deflation Based Manner
k_JADE                  Fast Equivariant k-JADE Algorithm for ICA
multscatter             Function to Compute Several Scatter Matrices
                        for the Same Data
plot.bss                Plotting an Object of Class bss
print.bss               Printing an Object of Class bss
rjd                     Joint Diagonalization of Real Matrices

Author(s)

Klaus Nordhausen [aut, cre] (<https://orcid.org/0000-0002-3758-8501>), Jean-Francois Cardoso [aut], Jari Miettinen [aut] (<https://orcid.org/0000-0002-3270-7014>), Hannu Oja [aut] (<https://orcid.org/0000-0002-4945-5976>), Esa Ollila [aut], Sara Taskinen [aut] (<https://orcid.org/0000-0001-9470-7258>)

Maintainer: Klaus Nordhausen <klausnordhausenR@gmail.com>

References

Miettinen, J., Nordhausen, K. and Taskinen, S. (2017), Blind Source Separation Based on Joint Diagonalization in R: The Packages JADE and BSSasymp, Journal of Statistical Software, 76, 1–31, <doi:10.18637/jss.v076.i02>.


[Package JADE version 2.0-4 Index]