Abstract
In this paper, we consider a random field, which is a generalization of Voronoi diagrams to probabilistic metric spaces. This random field is defined at each point of the space as a random variable that represents the nearest generator. As an application, relation to the post office problem for fuzzy point sets that was posed by Aurenhammer–Stockl–Welzl is investigated. This problem is also considered on digital pictures and an efficient numerical method to compute the probabilities is provided. The proposed method gives the probabilities of the random field in O(M 2 + M N) time, where M is the number of pixels in the input pictures and N is the number of generators, while a straightforward calculation takes O(M 3 N 2) time.
Similar content being viewed by others
References
Aurenhammer, F., Stockl, G., Welzl, E.: The post-office problem for fuzzy point sets. In: Proceedings of 7th Workshop on Computational Geometry CG ’91. Lecture Notes in Computer Science, vol. 553, pp. 1–11. Springer-Verlag, Berlin (1991)
Gilbert E.N.: Random subdivisions of space into crystals. Ann. Math. Stat. 33, 958–972 (1962)
Meijering J.L.: Interface area, edge length, and number of vertices in crystal aggregates with random nucleation. Phil. Res. Rep. 8, 270–290 (1953)
Menger K.: Statistical metrics. Proc. Natl. Acad. Sci. USA 28, 535–537 (1942)
Møller J.: Topics in Voronoi and Johnson-Mehl tessellations. In: Bandorff-Nielsen, O.E., Kendall, W.S., van Lieshout, M.N.M. (eds) Stochastic Geometry: Likelihood and Computation, pp. 173–198. Chapman and Hall, Boca Raton (1999)
Møller, J.: Lectures on random Voronoi tessellations. In: Lecture Notes in Statistics, vol. 87. Springer-Verlag, New York (1994)
Okabe A., Boots B., Sugihara K., Chiu S.N.: Spatial Tessellations: Concepts and Applications of Voronoi Diagrams, 2nd edn. Wiley, Chichester (2000)
Schweizer B., Sklar A.: Probabilistic Metric Spaces. North Holland, New York (1983)
Sherwood H.: On E-spaces and their relation to other classes of probabilistic metric spaces. J. Lond. Math. Soc. s1-44, 441–448 (1969)
Yaguchi, T.: Voronoi random fields. In: Proceedings of 3rd International Symposium on Voronoi Diagrams in Science and Engineering (ISVD’06), pp. 66–75 (2006)
Author information
Authors and Affiliations
Corresponding author
About this article
Cite this article
Yaguchi, T. Voronoi random field and its application to the fuzzy post office problem. Japan J. Indust. Appl. Math. 27, 425–441 (2010). https://doi.org/10.1007/s13160-010-0019-4
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13160-010-0019-4