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Unfolding spheres size distribution from linear sections with B-splines and EMDS algorithm

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Języki publikacji
EN
Abstrakty
EN
The stereological problem of unfolding spheres size distribution from linear sections is formulated as a problem of inverse estimation of a Poisson process intensity function. A singular value expansion of the corresponding integral operator is given. The theory of recently proposed B-spline sieved quasi-maximum likelihood estimators is modified to make it applicable to the current problem. Strong L2-consistency is proved and convergence rates are given. The estimators are implemented with the recently proposed EMDS algorithm. Promising performance of this new methodology in finite samples is illustrated with a numerical example. Data grouping effects are also discussed.
Rocznik
Strony
151--165
Opis fizyczny
Bibliogr. 13 poz., rys., wykr.
Twórcy
autor
  • AGH University of Science and Technology, Faculty of Applied Mathematics, al. Mickiewicza 30, 30-059 Cracow, Poland, szkutnik@agh.edu.pl
Bibliografia
  • [1] M. Barthel, P. Klimanek, D. Stoyan, Stereological substructure analysis in hot-deformed metals from TEM-images, Czech. J. Phys. B 35 (1985), 265-268.
  • [2] I.M. Johnstone, B.W. Silverman, Discretization effects in statistical inverse problems, J. Complexity 7 (1991), 1-34.
  • [3] E. Kamke, Differentialgleichungen. Losungsmethoden und Losungen (6th ed., Leipzig 1959), Russian edition: Nauka, Moscow, 1971.
  • [4] G.W. Lord, T.F. Willis, Calculation of air bubble distribution from results of a Rosiwal traverse of aerated concrete, A.S.T.M. Bull. 56 (1951), 177-187.
  • [5] R.D. Reiss, A course on point processes, Springer, New York, 1993.
  • [6] L.L. Schumaker, Spline functions: basic theory, Krieger Publishing Company, Malabar, Florida, 1993.
  • [7] A.G. Spektor Analysis of distribution of spherical particles in non-transparent structures, Zavodsk. Lab. 16 (1950), 173-177.
  • [8] D. Stoyan, W.S. Kendall, L. Mecke, Stochastic geometry and its applications, Akademie-Verlag, Berlin, 1987.
  • [9] Z. Szkutnik, Unfolding intensity function of a Poisson process in models with approximately specified folding operator, Metrika 52 (2000), 1-26.
  • [10] Z. Szkutnik, A note on quasi-maximum likelihood solutions to an inverse problem for Poisson processes, Statist. Probab. Lett. 60 (2002), 253-263.
  • [11] Z. Szkutnik, Doubly smoothed EM algorithm for statistical inverse problems, J. Amer. Statist. Assoc. 98 (2003), 178-190.
  • [12] Z. Szkutnik, B-splines and discretization in an inverse problem for Poisson processes, J. Multiv. Anal. 93 (2005), 198-221.
  • [13] E.T. Whittaker, G.N. Watson, A course of modern analysis. Part 2, University Press, Cambridge, 1963.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-AGH4-0008-0012
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