The Annals of Applied Probability

Weak laws of large numbers in geometric probability

Mathew D. Penrose and J. E. Yukich
Source: Ann. Appl. Probab. Volume 13, Number 1 (2003), 277-303.

Abstract

Using a coupling argument, we establish a general weak law of large numbers for functionals of binomial point processes in d-dimensional space, with a limit that depends explicitly on the (possibly nonuniform) density of the point process. The general result is applied to the minimal spanning tree, the k-nearest neighbors graph, the Voronoi graph and the sphere of influence graph. Functionals of interest include total edge length with arbitrary weighting, number of vertices of specified degree and number of components. We also obtain weak laws of large numbers functionals of marked point processes, including statistics of Boolean models.

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Primary Subjects: 60D05
Secondary Subjects: 60F25
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Links and Identifiers

Permanent link to this document: http://projecteuclid.org/euclid.aoap/1042765669
Digital Object Identifier: doi:10.1214/aoap/1042765669
Mathematical Reviews number (MathSciNet): MR1952000
Zentralblatt MATH identifier: 1029.60008

References

[1] ALDOUS, D. and STEELE, J. M. (1992). Asy mptotics for Euclidean minimal spanning trees on random points. Probab. Theory Related Fields 92 247-258.
Mathematical Reviews (MathSciNet): MR93c:60007
Zentralblatt MATH: 0767.60005
Digital Object Identifier: doi:10.1007/BF01194923
[2] Alexander, K. S. (1995). Simultaneous uniqueness of infinite clusters in stationary random labeled graphs. Comm. Math. Phy s. 168 39-55.
Zentralblatt MATH: 0827.60080
Mathematical Reviews (MathSciNet): MR1324390
Digital Object Identifier: doi:10.1007/BF02099583
Project Euclid: euclid.cmp/1104272285
[3] BEZUIDENHOUT, C., GRIMMETT, G. and LÖFFLER, A. (1998). Percolation and minimal spanning trees. J. Statist. Phy s. 92 1-34.
Mathematical Reviews (MathSciNet): MR2000i:82034
Zentralblatt MATH: 0963.82020
Digital Object Identifier: doi:10.1023/A:1023092317419
[4] BORG, I. and GROENEN, P. (1997). Modern Multidimensional Scaling: Theory and Applications. Springer, New York.
Mathematical Reviews (MathSciNet): MR98e:62092
[5] BRITO, M., QUIROZ, A. and YUKICH, J. E. (2002). Graph theoretic procedures for dimension identification. J. Multivariate Anal. 81 67-84.
Mathematical Reviews (MathSciNet): MR2003c:62110
Zentralblatt MATH: 1006.60024
Digital Object Identifier: doi:10.1006/jmva.2001.1992
[6] DEVROy E, L. (1988). The expected size of some graphs in computational geometry. Comput. Math. Appl. 15 53-64.
Mathematical Reviews (MathSciNet): MR89g:68067
Zentralblatt MATH: 0649.68066
[7] EPPSTEIN, D., PATERSON, M. S. and YAO, F. F. (1997). On nearest-neighbor graphs. Discrete Comput. Geom. 17 263-282.
Mathematical Reviews (MathSciNet): MR98d:05121
Zentralblatt MATH: 0874.60014
[8] FÜREDI, Z. (1997). The expected size of a random sphere of influence graph. In Intuitive Geometry (I. Bárány and K. Böröczky, eds.) 319-326. János Boly ai Math. Society, Budapest, Hungary.
[9] GRIMMETT, G. (1989, 1999). Percolation. Springer, New York.
Mathematical Reviews (MathSciNet): MR2001a:60114
[10] HALL, P. (1988). Introduction to the Theory of Coverage Processes. Wiley, New York.
Mathematical Reviews (MathSciNet): MR973404
Zentralblatt MATH: 0659.60024
[11] HAy EN, A. and QUINE, M. P. (2000). The proportion of triangles in a Poisson-Voronoi tessellation of the plane. Adv. in Appl. Probab. 32 67-74.
Mathematical Reviews (MathSciNet): MR1765171
Zentralblatt MATH: 0970.60012
Digital Object Identifier: doi:10.1239/aap/1013540022
Project Euclid: euclid.aap/1013540022
[12] HENZE, N. (1987). On the fraction of random points with specified nearest neighbor interrelations and degree of attraction. Adv. in Appl. Probab. 19 873-895.
Mathematical Reviews (MathSciNet): MR914597
Zentralblatt MATH: 0641.60039
Digital Object Identifier: doi:10.2307/1427106
[13] HITCZENKO, P., JANSON, S. and YUKICH, J. E. (1999). On the variance of the random sphere of influence graph. Random Structures Algorithms 14 139-152.
Mathematical Reviews (MathSciNet): MR2000b:60016
Zentralblatt MATH: 0922.60025
[14] JAROMCZy K, J. W. and TOUSSAINT, G. T. (1992). Relative neighborhood graphs and their relatives. Proc. IEEE 80 1502-1517.
[15] JIMENEZ, R. and YUKICH, J. E. (2002). Strong laws for Euclidean graphs with general edge weights. Statist. Probab. Lett. 56 251-259.
Mathematical Reviews (MathSciNet): MR2003a:60047
Zentralblatt MATH: 0997.60028
[16] KESTEN, H. and LEE, S. (1996). The central limit theorem for weighted minimal spanning trees on random points. Ann. Appl. Probab. 6 495-527.
Mathematical Reviews (MathSciNet): MR97j:60022
Zentralblatt MATH: 0862.60008
Digital Object Identifier: doi:10.1214/aoap/1034968141
Project Euclid: euclid.aoap/1034968141
[17] MATHERON, G. (1975). Random Sets and Integral Geometry. Wiley, New York.
Mathematical Reviews (MathSciNet): MR52:6828
Zentralblatt MATH: 0321.60009
[18] MCGIVNEY, K. (1997). Probabilistic limit theorems for combinatorial optimization problems. Ph.D. dissertation, Lehigh Univ.
[19] MCGIVNEY, K. and YUKICH, J. E. (1999). Asy mptotics for Voronoi tessellations on random samples. Stochastic Process. Appl. 83 273-288.
Mathematical Reviews (MathSciNet): MR2000e:60018
Zentralblatt MATH: 0999.60007
Digital Object Identifier: doi:10.1016/S0304-4149(99)00035-6
[20] MOLCHANOV, I. (1997). Statistics of the Boolean Model for Practitioners and Mathematicians. Wiley, New York.
[21] PENROSE, M. D. (1996). The random minimal spanning tree in high dimensions. Ann. Probab. 24 1903-1925.
Mathematical Reviews (MathSciNet): MR97i:60014
Zentralblatt MATH: 0866.60021
Digital Object Identifier: doi:10.1214/aop/1041903210
Project Euclid: euclid.aop/1041903210
[22] PENROSE, M. D. (2001). Random parking, sequential adsorption, and the jamming limit. Comm. Math. Phy s. 218 153-176.
Mathematical Reviews (MathSciNet): MR2002a:60015
Zentralblatt MATH: 0980.60020
Digital Object Identifier: doi:10.1007/s002200100387
[23] PENROSE, M. D. and YUKICH, J. E. (2001). Central limit theorems for some graphs in computational geometry. Ann. Appl. Probab. 11 1005-1041.
Mathematical Reviews (MathSciNet): MR2002k:60068
Zentralblatt MATH: 01906221
Project Euclid: euclid.aoap/1015345393
[24] PENROSE, M. D. and YUKICH, J. E. (2001). Limit theory for random sequential packing and deposition. Ann. Appl. Probab. 12 272-301.
Mathematical Reviews (MathSciNet): MR1890065
Zentralblatt MATH: 1018.60023
Digital Object Identifier: doi:10.1214/aoap/1015961164
Project Euclid: euclid.aoap/1015961164
[25] RUDIN, W. (1987). Real and Complex Analy sis, 3rd ed. McGraw-Hill, New York.
Mathematical Reviews (MathSciNet): MR924157
[26] SMITH, W. D. (1989). Studies in computational geometry motivated by mesh generation. Ph.D. dissertation, Princeton Univ.
[27] STEELE, J. M. (1997). Probability Theory and Combinatorial Optimization. SIAM, Philadelphia.
Mathematical Reviews (MathSciNet): MR99d:60002
Zentralblatt MATH: 0916.90233
[28] STEELE, J. M., SHEPP, L. and EDDY, W. (1987). On the number of leaves of a Euclidean minimal spanning tree. J. Appl. Probab. 24 809-826.
Mathematical Reviews (MathSciNet): MR88m:60028
Zentralblatt MATH: 0639.60014
Digital Object Identifier: doi:10.2307/3214207
[29] YUKICH, J. E. (1998). Probability Theory of Classical Euclidean Optimization Problems. Lecture Notes in Math. 1675. Springer, Berlin.
Mathematical Reviews (MathSciNet): MR1632875
Zentralblatt MATH: 0902.60001
[30] YUKICH, J. E. (1999). Asy mptotics for weighted minimal spanning trees on random points. Stochastic Process. Appl. 85 123-138.
Mathematical Reviews (MathSciNet): MR1730615
Zentralblatt MATH: 0997.60024
Digital Object Identifier: doi:10.1016/S0304-4149(99)00068-X
BETHLEHEM, PENNSy LVANIA 18015 E-MAIL: joseph.yukich@lehigh.edu

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The Annals of Applied Probability

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