On limiting towards the boundaries of exponential families
Kybernetika, Tome 51 (2015) no. 5, pp. 725-738
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This work studies the standard exponential families of probability measures on Euclidean spaces that have finite supports. In such a family parameterized by means, the mean is supposed to move along a segment inside the convex support towards an endpoint on the boundary of the support. Limit behavior of several quantities related to the exponential family is described explicitly. In particular, the variance functions and information divergences are studied around the boundary.
DOI :
10.14736/kyb-2015-5-0725
Classification :
60A10, 62B10, 94A17
Keywords: exponential family; variance function; Kullback–Leibler divergence; relative entropy; information divergence; mean parametrization; convex support
Keywords: exponential family; variance function; Kullback–Leibler divergence; relative entropy; information divergence; mean parametrization; convex support
@article{10_14736_kyb_2015_5_0725,
author = {Mat\'u\v{s}, Franti\v{s}ek},
title = {On limiting towards the boundaries of exponential families},
journal = {Kybernetika},
pages = {725--738},
publisher = {mathdoc},
volume = {51},
number = {5},
year = {2015},
doi = {10.14736/kyb-2015-5-0725},
mrnumber = {3445980},
zbl = {06537776},
language = {en},
url = {http://geodesic.mathdoc.fr/articles/10.14736/kyb-2015-5-0725/}
}
TY - JOUR AU - Matúš, František TI - On limiting towards the boundaries of exponential families JO - Kybernetika PY - 2015 SP - 725 EP - 738 VL - 51 IS - 5 PB - mathdoc UR - http://geodesic.mathdoc.fr/articles/10.14736/kyb-2015-5-0725/ DO - 10.14736/kyb-2015-5-0725 LA - en ID - 10_14736_kyb_2015_5_0725 ER -
Matúš, František. On limiting towards the boundaries of exponential families. Kybernetika, Tome 51 (2015) no. 5, pp. 725-738. doi: 10.14736/kyb-2015-5-0725
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