DocumentCode
3038958
Title
The geometric structure of the bivariate q-normal distribution manifold
Author
Cao, Limei ; Sun, Huafei
Author_Institution
Shool of Math. & Phys., Univ. of Sci. & Technol. Beijing, Beijing, China
fYear
2011
fDate
26-28 July 2011
Firstpage
2690
Lastpage
2693
Abstract
In this paper, we investigate the geometric structure of the bivariate g-normal distribution manifold (S) which consists of all bivariate g -normal probability density functions. By introducing g -operator and g -potential function, the curvature tensor of the manifold S is obtained. Meanwhile, we get the dual coordinate systems of S. Further, we investigate the geometric structures of its submanifolds, and give their dual coordinate systems and scalar curvatures. Using the g Kullback-Leibler divergence, projections are defined from the bivariate g -normal distribution manifold to its submanifolds. Finally, there is an example to illustrate our conclusions.
Keywords
normal distribution; Kullback-Leibler divergence; bivariate q-normal distribution manifold; bivariate q-normal probability density functions; curvature tensor; dual coordinate systems; geometric structure; q-operator; q-potential function; scalar curvatures; Approximation methods; Exponential distribution; Information geometry; Manifolds; Measurement; Random variables; Tensile stress; bivariate q -normal distribution; non-exponential manifold; q -projection;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia Technology (ICMT), 2011 International Conference on
Conference_Location
Hangzhou
Print_ISBN
978-1-61284-771-9
Type
conf
DOI
10.1109/ICMT.2011.6002511
Filename
6002511
Link To Document