The hardware and bandwidth for this mirror is donated by METANET, the Webhosting and Full Service-Cloud Provider.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]metanet.ch.
To cite 'fitHeavyTail' in publications, please use:
Palomar DP, Zhou R, Wang X, Pascal F, Ollila E (2023). fitHeavyTail: Mean and Covariance Matrix Estimation under Heavy Tails. R package version 0.2.0, https://CRAN.R-project.org/package=fitHeavyTail.
Sun Y, Babu P, Palomar DP (2014). “Regularized Tyler’s scatter estimator: Existence, uniqueness, and algorithms.” IEEE Transactions on Signal Processing, 62(19), 5143–5156. https://doi.org/10.1109/TSP.2014.2348944.
Sun Y, Babu P, Palomar DP (2015). “Regularized robust estimation of mean and covariance matrix under heavy-tailed distributions.” IEEE Transactions on Signal Processing, 63(12), 3096–3109. https://doi.org/10.1109/TSP.2015.2417513.
Ollila E, Palomar DP, Pascal F (2021). “Shrinking the Eigenvalues of M-estimators of Covariance Matrix.” IEEE Transactions on Signal Processing, 69, 256–269. https://doi.org/10.1109/TSP.2020.3043952.
Corresponding BibTeX entries:
@Manual{,
title = {{fitHeavyTail: Mean and Covariance Matrix Estimation under
Heavy Tails}},
author = {D. P. Palomar and R. Zhou and X. Wang and F. Pascal and
E. Ollila},
note = {R package version 0.2.0},
year = {2023},
url = {https://CRAN.R-project.org/package=fitHeavyTail},
}
@Article{,
title = {Regularized Tyler’s scatter estimator: Existence,
uniqueness, and algorithms},
author = {Y. Sun and P. Babu and D. P. Palomar},
journal = {IEEE Transactions on Signal Processing},
volume = {62},
number = {19},
pages = {5143--5156},
year = {2014},
url = {https://doi.org/10.1109/TSP.2014.2348944},
}
@Article{,
title = {Regularized robust estimation of mean and covariance
matrix under heavy-tailed distributions},
author = {Y. Sun and P. Babu and D. P. Palomar},
journal = {IEEE Transactions on Signal Processing},
volume = {63},
number = {12},
pages = {3096--3109},
year = {2015},
url = {https://doi.org/10.1109/TSP.2015.2417513},
}
@Article{,
title = {Shrinking the Eigenvalues of M-estimators of Covariance
Matrix},
author = {E. Ollila and D. P. Palomar and F. Pascal},
journal = {IEEE Transactions on Signal Processing},
volume = {69},
pages = {256--269},
year = {2021},
url = {https://doi.org/10.1109/TSP.2020.3043952},
}
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.