Title
Density Estimation For Compound Cox Processes On Hyperspheres
Abstract
Cox multiple scattering processes on hyperspheres are a class of doubly stochastic Poisson processes that can be used to describe scattering phenomenon in Physics (optics, micro-waves, acoustics, etc.). In this article, we present an EM (Expectation Maximization) technique to estimate the concentration parameter of a Compound Cox process with values on hyperspheres. The proposed algorithm is based on an approximation formula for multiconvolution of von Mises Fisher densities on spheres of any dimension.
Year
DOI
Venue
2017
10.1007/978-3-319-68445-1_79
GEOMETRIC SCIENCE OF INFORMATION, GSI 2017
Keywords
DocType
Volume
Multiple scattering processes, Hyperspheres, von Mises Fisher distribution, Compound Cox processes, Characteristic function, Parametric estimation, Expectation maximization
Conference
10589
ISSN
Citations 
PageRank 
0302-9743
0
0.34
References 
Authors
0
3
Name
Order
Citations
PageRank
Florent Chatelain172.66
Nicolas Le Bihan225423.35
Jonathan H. Manton384371.93