Abstract
Abstract.
Given n independent random marked d-vectors (points)
X(i) with a common density, define the random measure m as
a sum of contributions from them, where the contribution
from the i-th point is a (not necessarily point) measure determined
by the (suitably rescaled) set of points near X(i). Technically,
this means here that each contribution stabilizes with a suitable
power-law decay of the tail of the radius of stabilization.
For bounded test functions f on d-space, we give a central
limit theorem for m(f), and deduce weak convergence of
m, suitably scaled and centred, to a Gaussian field acting
on bounded test functions. The general result is illustrated with
applications to measures associated with germ-grain models,
random and cooperative sequential adsorption,
Voronoi tessellation and k-nearest neighbours graph.
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A.K. Chandra, P. Raghavan, W.L. Ruzzo, R. Smolensky and
P. Tiwari. The electrical resistance of a graph captures its commute
and cover times.
Proceedings of the 21st ACM Symposium on theory of
computing, 1989.
Math. Review number not available.
P.G. Doyle, J.L. Snell.
Random walks and electric networks.
Carus Mathematical Monographs 22 (1984) Math. Assoc. America.
Math. Review 89a:94023
A. Telcs.
Random walks on graphs, electric networks and fractals.
Prob. Th. Rel. Fields82 (1989), 435-451.
Math. Review 90h:60065
P. Tetali. Random walks and the effective resistance of networks.
J. Theor. Prob.4 (1991), 101--109.
Yu. Baryshnikov, M. D. Penrose and J.E. Yukich. Gaussian
limits for generalized spacings. In preparation (2007).
Math. Review number not available.
Yu. Baryshnikov, J. E. Yukich.
Gaussian limits for random measures in geometric probability.
Ann. Appl. Probab. 15
(2005) 213--253.
Math Review 2115042
P. J. Bickel, L. Breiman.
Sums of functions of nearest neighbor distances, moment bounds, limit theorems and a goodness of fit test.
Ann. Probab. 11 (1983) 185--214.
Math Review 0682809
Billingsley, Patrick. Convergence of probability measures.
(1968)
Wiley.
Math. Review 0233396
D. Evans, A. J. Jones. A proof of the Gamma test.
Proc. Roy. Soc. Lond. A 458 (2002) 1--41.
Math. Review 1942807
J. W. Evans (1993). Random and cooperative adsorption,
Reviews of Modern Physics 65 1281--1329.
Math. Review number not available.
F. Gotze, L. Heinrich and C. Hipp.
m-dependent random fields with analytic cumulant generating function.
Scand. J. Statist 22 (1995) 83--195.
Math Review 1339750
P. Hall.
Introduction to the Theory of Coverage Processes
(1988)
Wiley.
Math Review 0973404
L. Heinrich.
Asymptotic properties of minimum contrast estimators for parameters of
Boolean models. Metrika 40
(1993) 67--94.
Math. Review 1229259
L. Heinrich and I. Molchanov
Central limit theorem for a class of random measures associated with
germ-grain models.
Adv. Appl. Probab. 31 (1999) 283-314.
Math. Review 1724553
J.F.C. Kingman.
Poisson Processes.
Oxford Studies in Probability 3
(1993) Oxford Universiy Press
Math. Review 1207584
S. Mase.
Asymptotic properties of stereological estimators of volume fraction for stationary random sets.
J. Appl. Probab. 19
(1982) 111--126.
Math. Review 0644424
K. McGivney, J. E. Yukich.
Asymptotics for
Voronoi tessellations on random samples.
Stochastic Process. Appl. 83
(1999)
273--288
Math. Review 1708209
R. Meester, R. Roy
Continuum Percolation
(1996)
Cambridge University Press.
Math. Review 1409145
I. Molchanov, D. Stoyan.
Asymptotic properties of estimators for parameters of the Boolean model.
Adv. Appl. Probab. 26
(1994)
301--323.
Math. Review 1272713
M. Penrose. Random Geometric Graphs.
Oxford Studies in Probability 5 (2003)
Oxford University Press
Math. Review 1986198
M. D. Penrose.
Multivariate spatial central limit theorems with applications to
percolation and spatial graphs. Ann. Probab. 33
(2005)
1945--1991.
Math. Review 2165584
M. D. Penrose.
Laws of large numbers in stochastic geometry with statistical applications.
(2006).
Bernoulli, to appear.
Math. Review number not available.
M.D. Penrose, A.R. Wade.
On the total length of the random minimal directed spanning tree.
Adv. Appl. Probab. 38
(2006)
336--372.
Math. Review 2264948
M.D. Penrose, J.E. Yukich.
Central limit theorems
for some graphs in computational geometry. Ann. Appl.
Probab. 11
(2001)
1005--1041.
Math. Review 1878288
M.D. Penrose, J.E. Yukich
Limit theory for random
sequential packing and deposition. Ann. Appl. Probab. 12
(2002)
272--301.
Math. Review 1890065
M.D. Penrose, J.E. Yukich. Weak laws of large numbers in
geometric probability. Ann. Appl. Probab., 13 (2003)
277--303.
Math. Review 1952000
M.D. Penrose, J.E. Yukich.
Normal approximation in geometric probability.
Stein's Method and Applications
(eds. A.D. Barbour and Louis H.Y. Chen),
Lecture Notes Series, Institute for Mathematical Sciences,
5 (2005) 37--58,
World Scientific.
Math. Review 2201885
T. Schreiber, J. E. Yukich.
Large deviations for functionals of spatial point processes with applications
to random packing and spatial graphs.
Stochastic Process. Appl. 115 (2005)
1332--1356.
Math Review 2152378
D. Stoyan, W.S. Kendall and J. Mecke
Stochastic Geometry and its Applications, 2nd edition
(1995). Wiley.
Math. Review 0895588
Wade, A.R.
Explicit laws of large numbers for random nearest-neighbour type graphs.
Adv. Appl. Probab. 39 (2007)
to appear.
Math. Review number not available.