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Finite mixture estimation algorithm for arbitrary function approximation
Volk, Matej (Author), Nagode, Marko (Author), Fajdiga, Matija (Author)

URLURL - Presentation file, Visit http://www.dlib.si/details/URN:NBN:SI:doc-Y9UPKUCX This link opens in a new window

Abstract
The paper considers a new prospect of the arbitrary continuous function approximation from a limited set of input data with the REBMIX algorithm, developed for the finite mixture density estimation. Since the REBMIX estimates the unknown parameters with the unique semiparametric method, it is assumed that it could be used also for the estimation of the unknown parameters in the fields that are not directly connected to density function estimation. For the approximation of the arbitrary continuous function with the REBMIX algorithm, the required procedure is developed in the paper. The results gained by the proposed procedure and by the radial basis function network for three different datasets are compared by calculating the RMSE values between estimated and test output values. The adequacy of the proposed procedure is estimated by using both univariate and bivariate datasets. It can be concluded that with the developed procedure, the REBMIX algorithm can be applied successfully for the continuous function approximation.

Language:English
Keywords:REBMIX algorithm, function approximations, finite mixtures, RBF networks, parameter estimation
Work type:Not categorized (r6)
Tipology:1.01 - Original Scientific Article
Organization:FS - Faculty of Mechanical Engineering
Year:2012
Publisher:= Association of Mechanical Engineers and Technicians of Slovenia et al.
Number of pages:str. 115-124, SI 22
Numbering:Vol. 58, no. 2
UDC:519.2:004.032.26
ISSN on article:0039-2480
DOI:10.5545/sv-jme.2011.085 Link is opened in a new window
COBISS.SI-ID:12216091 Link is opened in a new window
Views:573
Downloads:215
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Record is a part of a journal

Title:Strojniški vestnik
Shortened title:Stroj. vestn.
Publisher:Zveza strojnih inženirjev in tehnikov Slovenije [et al.], = Association of Mechanical Engineers and Technicians of Slovenia [et al.]
ISSN:0039-2480
COBISS.SI-ID:762116 This link opens in a new window

Secondary language

Language:Slovenian
Title:Ocenjevanje poljubnih zveznih funkcij z algoritmom za oceno mešane gostote porazdelitve verjetnosti
Keywords:algoritem REBMIX, ocena mešanih funkcij, mešana gostota porazdelitve verjetnosti, nevronska mreža z RBF, ocena parametrov

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