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| Title: | Local Mixture Model in Hilbert Space |
| Authors: | Zhiyue, Huang |
| Keywords: | Mixture Models
Differential Geometry
Convex Geometry
Hilbert Space |
| Approved Date: | 26-Jan-2010 |
| Date Submitted: | 26-Jan-2010 |
| Abstract: | In this thesis, we study local mixture models with a Hilbert space structure. First, we consider the fibre bundle structure of local mixture models in a Hilbert space. Next, the spectral decomposition is introduced in order to construct local mixture models. We analyze
the approximation error asymptotically in the Hilbert space. After that, we will discuss the convexity structure of local mixture models. There are two forms of convexity conditions to consider,
first due to positivity in the $-1$-affine structure and the second by points having to lie inside the convex hull of a parametric
family. It is shown that the set of mixture densities is located inside the intersection of the sets defined by these two convexities. Finally, we discuss the impact of the approximation error in the Hilbert space when the domain of mixing variable
changes. |
| Program: | Statistics |
| Department: | Statistics and Actuarial Science |
| Degree: | Master of Mathematics |
| URI: | http://hdl.handle.net/10012/5007 |
| Appears in Collections: | Electronic Theses and Dissertations (UW)
Faculty of Mathematics Theses and Dissertations
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