TY - JOUR
T1 - Matrix variate Birnbaum–Saunders distribution under elliptical models
AU - Díaz-García, José A.
AU - Caro-Lopera, Francisco J.
N1 - Publisher Copyright:
© 2020 Elsevier B.V.
Copyright:
Copyright 2020 Elsevier B.V., All rights reserved.
PY - 2021/1
Y1 - 2021/1
N2 - This paper derives the elliptical matrix variate version of the well known univariate Birnbaum–Saunders distribution of 1969. A generalisation based on a matrix transformation is proposed, instead of the independent element-to-element elliptical extension of the Gaussian univariate case. Some results on Jacobians were needed to derive the new matrix variate distribution. A number of particular distributions are studied and some basic properties are found. Finally, an example based on real data of two populations is given and the maximum likelihood estimates are obtained for the class of Kotz models. A comparison with the Gaussian kernel is also given by using a modified BIC criterion.
AB - This paper derives the elliptical matrix variate version of the well known univariate Birnbaum–Saunders distribution of 1969. A generalisation based on a matrix transformation is proposed, instead of the independent element-to-element elliptical extension of the Gaussian univariate case. Some results on Jacobians were needed to derive the new matrix variate distribution. A number of particular distributions are studied and some basic properties are found. Finally, an example based on real data of two populations is given and the maximum likelihood estimates are obtained for the class of Kotz models. A comparison with the Gaussian kernel is also given by using a modified BIC criterion.
KW - Birnbaum–Saunders distribution
KW - Elliptical distributions
KW - Kotz distribution
KW - Matrix multivariate distributions
KW - Random matrices
UR - http://www.scopus.com/inward/record.url?scp=85084979891&partnerID=8YFLogxK
U2 - 10.1016/j.jspi.2020.04.012
DO - 10.1016/j.jspi.2020.04.012
M3 - Artículo
AN - SCOPUS:85084979891
SN - 0378-3758
VL - 210
SP - 100
EP - 113
JO - Journal of Statistical Planning and Inference
JF - Journal of Statistical Planning and Inference
ER -