The Annals of Probability

Particle Representations for Measure-Valued Population Models

Peter Donnelly and Thomas G. Kurtz

Source: Ann. Probab. Volume 27, Number 1 (1999), 166-205.

Abstract

Models of populations in which a type or location, represented by a point in a metric space$E$, is associated with each individual in the population are considered. A population process is neutral if the chances of an individual replicating or dying do not depend on its type. Measure-valued processes are obtained as infinite population limits for a large class of neutral population models, and it is shown that these measure-valued processes can be represented in terms of the total mass of the population and the de Finetti measures associated with an $E^{\infty}$ -valued particle model$X=(X_1, X_2\ldots)$ such that, for each $t \geq 0,(X_1(t),X_2(t),\ldots)$ is exchangeable. The construction gives an explicit connection between genealogical and diffusion models in population genetics. The class of measure-valued models covered includes both neutral Fleming-Viot and Dawson-Watanabe processes. The particle model gives a simple representation of the Dawson-Perkins historical process and Perkins’s historical stochastic integral can be obtained in terms of classical semimartingale integration. A number of applications to new and known results on conditioning, uniqueness and limiting behavior are described.

Primary Subjects: 60J25, 60K35, 60J70, 60J80, 92D10
Keywords: Fleming-Viot process; Dawson-Watanabe process; superprocess; measure-valued diffusion; exchangeability; genealogical processes; coalescent; historical process; conditioning

Full-text: Open access

Links and Identifiers

Permanent link to this document: http://projecteuclid.org/euclid.aop/1022677258
Mathematical Reviews number (MathSciNet): MR1681126
Digital Object Identifier: doi:10.1214/aop/1022677258
Zentralblatt MATH identifier: 0956.60081

References

AVRAM, F. 1988 . Weak convergence of the variations, iterated integrals, and Doleans Dade ´ exponentials of sequences of semimartingales. Ann. Probab. 16 246 250.
Mathematical Reviews (MathSciNet): MR89e:60097
BHATT, A. G. and KARANDIKAR, R. L. 1993 . Invariant measures and evolution equations for Markov processes characterized via martingale problems. Ann. Probab. 21 2246 2268.
BLACKWELL, D. and DUBINS, L. E. 1983 . An extension of Skorohod's almost sure representation theorem. Proc. Amer. Math. Soc. 89 691 692.
Mathematical Reviews (MathSciNet): MR86b:60005
DAWSON, D. A. 1993 . Measure-valued Markov processes. Ecole d'Ete de Probabilites de Saint´ ´ Flour XXI. Lecture Notes in Math. 1541. Springer, Berlin.Z .
DAWSON, D. A. and PERKINS, E. A. 1991 . Historical processes. Mem. Amer. Math. Soc. 93 454 .
Mathematical Reviews (MathSciNet): MR92a:60145
DONNELLY, P. and KURTZ, T. G. 1996 . A countable representation of the Fleming Viot measure-valued diffusion. Ann. Probab. 24 698 742.
Mathematical Reviews (MathSciNet): MR98f:60162
DYNKIN, E. B. 1965 . Markov Processes I. Springer, Berlin.
Mathematical Reviews (MathSciNet): MR33:1887
EL KAROUI, N. and ROELLY, S. 1991 . Proprietes de martingales, explosion et representation de Levy Khinchine d'une classe du processus de branchement a valeurs mesures. ´ Stochastic Process. Appl. 38 239 266.
ETHERIDGE, A. and MARCH, P. 1991 . A note on superprocesses. Probab. Theory Related Fields 89 141 147.
Mathematical Reviews (MathSciNet): MR92h:60080
ETHIER, S. N. and KURTZ, T. G. 1986 . Markov Processes: Characterization and Convergence. Wiley, New York.
Mathematical Reviews (MathSciNet): MR88a:60130
ETHIER, S. N. and KURTZ, T. G. 1993 . Fleming Viot processes in population genetics. SIAM J. Control Optim. 31 345 386.
Mathematical Reviews (MathSciNet): MR94d:60131
EVANS, S. N. 1993 . Two representations of a conditioned superprocess. Proc. Roy. Soc. Edinburgh Sect. A 123 959 971.
Zentralblatt MATH: 0784.60052
EVANS, S. N. and PERKINS, E. 1990 . Measure-valued Markov branching processes conditioned on non-extinction. Israel J. Math. 71 329 337.
Zentralblatt MATH: 0717.60099
KINGMAN, J. F. C. 1982 . The coalescent. Stochastic Process. Appl. 13 235 248.
Mathematical Reviews (MathSciNet): MR84a:60079
KURTZ, T. G. 1998 . Martingale problems for conditional distributions of Markov processes. Elec. J. Probab. 3.
Mathematical Reviews (MathSciNet): MR99k:60186
Zentralblatt MATH: 0907.60065
KURTZ, T. G. and PROTTER, P. 1991 . Weak limit theorems for stochastic integrals and stochastic differential equations. Ann. Probab. 19 1035 1070.
LOEVE, M. 1963 . Probability Theory, 3rd ed. Van Nostrand, Princeton.
Mathematical Reviews (MathSciNet): MR34:3596
PERKINS, E. A. 1991 . Conditional Dawson Watanabe processes and Fleming Viot processes. In Seminar on Stochastic Processes 142 155. Birkhauser, Boston. ¨
PERKINS, E. A. 1992 . Measure-valued branching diffusion with spatial interactions. Probab. Theory Related Fields 94 189 245.
Mathematical Reviews (MathSciNet): MR94f:60130
PERKINS, E. A. 1995 . On the martingale problem for interactive measure-valued branching diffusions. Mem. Amer. Math. Soc. 115 1 89.
Mathematical Reviews (MathSciNet): MR95i:60076
PITMAN, J. 1997 . Coalescents with multiple collisions. Preprint.
TRIBE, R. 1992 . The behavior of superprocesses near extinction. Ann. Probab. 20 286 311.
Mathematical Reviews (MathSciNet): MR93b:60161
Zentralblatt MATH: 0749.60046
UNITED KINGDOM MADISON, WISCONSIN 53706-1388 E-MAIL: donnelly@stats.ox.ac.uk E-MAIL: kurtz@math.wisc.edu

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