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On Reduction of Mixtures of the Exponential Family Distributions
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology. (Automatic Control)
Linköping University, Department of Electrical Engineering, Automatic Control. Linköping University, The Institute of Technology.
Middle East Technical University. (Department of Electrical and Electronics Engineering)
2013 (English)Report (Other academic)
Abstract [en]

Many estimation problems require a mixture reduction algorithm with which an increasing number of mixture components are reduced to a tractable level. In this technical report a discussion on dierent aspects of mixture reduction is given followed by a presentation of numerical simulation on reduction of mixture densities where the component density belongs to the exponential family of distributions.

Place, publisher, year, edition, pages
Linköping: Linköping University Electronic Press, 2013. , 48 p.
Series
LiTH-ISY-R, ISSN 1400-3902 ; 3076
Keyword [en]
Mixture density, mixture reduction, exponential family, integral square error, Kullback-Leibler divergence, Exponential Distribution, Weibull Distribution, Laplace Distribution, Rayleigh Distribution, Log-normal Distri- bution, Gamma Distribution, Inverse Gamma Distribution, Univariate Gaus- sian Distribution, Multivariate Gaussian Distribution, Gaussian Gamma Dis- tribution, Dirichlet distribution, Wishart Distribution, Inverse Wishart Dis- tribution, Gaussian Inverse Wishart Distribution.
National Category
Signal Processing
Identifiers
URN: urn:nbn:se:liu:diva-100234ISRN: LiTH-ISY-R-3076OAI: oai:DiVA.org:liu-100234DiVA: diva2:661064
Available from: 2013-10-31 Created: 2013-10-31 Last updated: 2014-08-18Bibliographically approved

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On Reduction of Mixtures of the Exponential Family Distributions(1454 kB)628 downloads
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Ardeshiri, TohidÖzkan, EmreOrguner, Umut

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CiteExportLink to record
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