To cite 'fitHeavyTail' in publications, please use:
D. P. Palomar, R. Zhou, X. Wang, F. Pascal, and E. Ollila (2023). fitHeavyTail: Mean and Covariance Matrix Estimation under Heavy Tails. R package version 0.2.0. https://CRAN.R-project.org/package=fitHeavyTail
Y. Sun, P. Babu, and D. P. Palomar (2014). Regularized Tyler’s scatter estimator: Existence, uniqueness, and algorithms. IEEE Transactions on Signal Processing, vol. 62, no. 19, pp. 5143-5156. https://doi.org/10.1109/TSP.2014.2348944
Y. Sun, P. Babu, and D. P. Palomar (2015). Regularized robust estimation of mean and covariance matrix under heavy-tailed distributions. IEEE Transactions on Signal Processing, vol. 63, no. 12, pp. 3096-3109. https://doi.org/10.1109/TSP.2015.2417513
E. Ollila, D. P. Palomar, and F. Pascal (2021). Shrinking the Eigenvalues of M-estimators of Covariance Matrix. IEEE Transactions on Signal Processing, vol. 69, pp. 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},
}