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A Skew Extension of the Multivariate Generalized T Distributions with Applications
A.M. Fares1 , V.V. Haragopal2
- Higher Institute For Administrative Development, Damascus University, Halboni, Damascus, Syria.
- Department of Mathematics, Birla Institute of Technology and Science, Pilani-Hyderabad Campus, India.
Correspondence should be addressed to: fares26285@hotmail.com.
Section:Research Paper, Product Type: Isroset-Journal
Vol.5 ,
Issue.3 , pp.34-39, Jun-2018
CrossRef-DOI: https://doi.org/10.26438/ijsrmss/v5i3.3439
Online published on Jun 30, 2018
Copyright © A.M. Fares, V.V. Haragopal . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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IEEE Style Citation: A.M. Fares, V.V. Haragopal, “A Skew Extension of the Multivariate Generalized T Distributions with Applications,” International Journal of Scientific Research in Mathematical and Statistical Sciences, Vol.5, Issue.3, pp.34-39, 2018.
MLA Style Citation: A.M. Fares, V.V. Haragopal "A Skew Extension of the Multivariate Generalized T Distributions with Applications." International Journal of Scientific Research in Mathematical and Statistical Sciences 5.3 (2018): 34-39.
APA Style Citation: A.M. Fares, V.V. Haragopal, (2018). A Skew Extension of the Multivariate Generalized T Distributions with Applications. International Journal of Scientific Research in Mathematical and Statistical Sciences, 5(3), 34-39.
BibTex Style Citation:
@article{Fares_2018,
author = {A.M. Fares, V.V. Haragopal},
title = {A Skew Extension of the Multivariate Generalized T Distributions with Applications},
journal = {International Journal of Scientific Research in Mathematical and Statistical Sciences},
issue_date = {6 2018},
volume = {5},
Issue = {3},
month = {6},
year = {2018},
issn = {2347-2693},
pages = {34-39},
url = {https://www.isroset.org/journal/IJSRMSS/full_paper_view.php?paper_id=670},
doi = {https://doi.org/10.26438/ijcse/v5i3.3439}
publisher = {IJCSE, Indore, INDIA},
}
RIS Style Citation:
TY - JOUR
DO = {https://doi.org/10.26438/ijcse/v5i3.3439}
UR - https://www.isroset.org/journal/IJSRMSS/full_paper_view.php?paper_id=670
TI - A Skew Extension of the Multivariate Generalized T Distributions with Applications
T2 - International Journal of Scientific Research in Mathematical and Statistical Sciences
AU - A.M. Fares, V.V. Haragopal
PY - 2018
DA - 2018/06/30
PB - IJCSE, Indore, INDIA
SP - 34-39
IS - 3
VL - 5
SN - 2347-2693
ER -
Abstract :
We propose an asymmetric extension of Arslan multivariate generalization of the Generalized T distributions introduced by McDonald and Newey, the proposed Skew Multivariate Generalized T distribution (MSGT) includes the skew multivariate Normal distribution of Azzalini and Valle as well as the skew multivariate t distribution introduced by Azzalini and Capitanio, besides, MSGT contains many other distributions as a limiting or special cases, a stochastic representation of MSGT random vector has been obtained along with a simulation study, the flexibility added of this distribution makes it a potential candidate in modeling multidimensional data of different tail behaviors for providing an outstanding fit which we have practically illustrated by using this distribution for modeling multivariate data of the American financial market.
Key-Words / Index Term :
Multivariate; Skew; Generalized T-distribution
References :
[1] Azzalini A., “A class of distributions which includes the normal ones”, Scandinavian journal of statistics, pp171–178, 1985.
[2] Azzalini A., Valle A. D., “The multivariate skew-normal distribution”, Biometrika, Vol.83, Issue.4, pp715–726, 1996.
[3] Azzalini A., Capitanio A., “Distributions generated by perturbation of symmetry with emphasis on a multivariate skew t distribution” , Journal of the Royal Statistical Society: Series B (Statistical Methodology), Vol.65, Issue.2, pp367–389, 2003.
[4] Genton M. G., Loperfido N. M., “Generalized skew-elliptical distributions and their quadratic forms” , Annals of the Institute of Statistical Mathematics, Vol.57, Issue.2, pp389–401, 2005.
[5] Arslan O., “Family of multivariate generalized t distributions”, Journal of Multivariate Analysis, Vol.89, Issue.2, pp329–337, 2004.
[6] McDonald J. B., Newey W. K., “Partially adaptive estimation of regression models via the generalized t distribution”, Econometric theory, Vol.4, Issue.3, pp428–457, 1988.
[7] Nadarajah S., “On the generalized t (gt) distribution”, Statistics, Vol.42, No.5, 467–473, 2008.
[8] Box G. E., Tiao G. C., “A further look at robustness via bayes’s theorem”, Biometrika, Vol.49, Issue.4, pp419–432, 1962.
[9] Hoq A., Ali, M., “Templetion, estimation of parameters of a generalized life testing models”, J. Statist. Res, Vol.9, pp67–79, 1974.
[10] G´omez E., Gomez-Viilegas M., Marin J., “A multivariate generalization of the power exponential family of distributions”, Communications in Statistics-Theory and Methods, Vol.27, Issue.3, pp589–600, 1998.
[11] Fares A. M., Haragopal, V. V., “The generalized double Lomax distribution with applications”, Statistica, Vol.76, Issue.4, pp341-352, 2016.
[12] Fang K., Zhang Y., “Generalized multivariate analysis”, Science Press, Springer-Verlag, Beijing, 1990.
[13] McDonald J. B., Xu Y. J., “A generalization of the beta distribution with applications”, Journal of Econometrics, Vol.66, Issue.1, pp133–152, 1995.
[14] Wang J., Boyer J., Genton M. G., “A skew-symmetric representation of multivariate distributions”, Statistica Sinica, pp1259–1270, 2004.
[15] Azzalini A., "R package sn: The skew-normal and skew-t distributions (version 0.4-17)", 2011.
[16] Gupta A., “Multivariate skew t-distribution”, Statistics: A Journal of Theoretical and Applied Statistics, Vol.37, Issue.4, pp359–363, 2003.
[17] Luethi D., Breymann W., “ghyp: A package on the generalized hyperbolic distribution and its special cases”, R package version, Vol.1, Issue.5, 2011.
[18] Mead M., “Generalized inverse gamma distribution and its application in reliability”, Communications in Statistics-Theory and Me hods, Vol.44, Issue.7, pp1426–1435, 2015.
[19] Ruppert D., “Statistics and data analysis for financial engineering”, Springer, New York, 2011.
[20] G.V.L.N. Srihari, S.V.S.Girija, A.V. Dattatreya Rao, “On Discrete Wrapped Exponential Distribution- Characteristics”, International Journal of Scientific Research in Mathematical and Statistical Sciences, Vol.5, Issue.2, pp57-64, 2018.
[21] Team R. D. C., et al., “A language and environment for statistical computing”, R foundation for statistical computing, Vienna, Austria, 2011.
[22] Theodossiou P., “Financial data and the skewed generalized t distribution”, Management Science, Vol.44, Issue.12, pp1650–1661, 1998.
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