Skip to main content

A Spine Approach to Branching Diffusions with Applications to Lp-Convergence of Martingales

  • Chapter
  • First Online:
Séminaire de Probabilités XLII

Part of the book series: Lecture Notes in Mathematics ((SEMPROBAB,volume 1979))

Abstract

We present a modified formalization of the ‘spine’ change of measure approach for branching diffusions in the spirit of those found in Kyprianou [40] and Lyons et al. [44, 43, 41]. We use our formulation to interpret certain ‘Gibbs-Boltzmann’ weightings of particles and use this to give an intuitive proof of a general ‘Many-to-One’ result which enables expectations of sums over particles in the branching diffusion to be calculated purely in terms of an expectation of one ‘spine’ particle. We also exemplify spine proofs of the Lp-convergence (p ≥ 1) of some key ‘additive’ martingales for three distinct models of branching diffusions, including new results for a multi-type branching Brownian motion and discussion of left-most particle speeds.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. S. Asmussen and H. Hering, Strong limit theorems for general supercritical branching processes with applications to branching diffusions, Z. Wahrschein-lichkeitstheorie und Verw. Gebiete 36 (1976), no. 3, 195212.

    Article  MathSciNet  MATH  Google Scholar 

  2. K. B. Athreya, Change of measures for Markov chains and the L log L theorem for branching processes, Bernoulli 6 (2000), no. 2, 323338.5

    Article  MathSciNet  MATH  Google Scholar 

  3. J. Bertoin, Random fragmentation and coagulation processes, Cambridge University Press, 2006.

    Google Scholar 

  4. J. D. Biggins and A. E. Kyprianou, Measure change in multitype branching, Adv. in Appl. Probab. 36 (2004), no. 2, 544581.

    Article  MathSciNet  MATH  Google Scholar 

  5. A. Champneys, S. Harris, J. Toland, J. Warren, and D. Williams, Algebra, analysis and probability for a coupled system of reaction-diffusion equations, Philosophical Transactions of the Royal Society of London 350 (1995), 69112.

    MATH  Google Scholar 

  6. B. Chauvin, Arbres et processus de Bellman-Harris, Ann. Inst. H. Poincaré Probab. Statist. 22 (1986), no. 2, 209232.

    MathSciNet  MATH  Google Scholar 

  7. B. Chauvin and A. Rouault, Boltzmann-Gibbs weights in the branching random walk, Classical and modern branching processes (Minneapolis, MN, 1994), IMA Vol. Math. Appl., vol. 84, Springer, New York, 1997, pp. 4150.

    Google Scholar 

  8. B. Chauvin, Product martingales and stopping lines for branching Brownian motion, Ann. Probab. 19 (1991), no. 3, 1195–1205.

    Article  MathSciNet  MATH  Google Scholar 

  9. B. Chauvin and A. Rouault, KPP equation and supercritical branching Brownian motion in the subcritical speed area. Application to spatial trees, Probab. Theory Related Fields 80 (1988), no. 2, 299314.

    Article  MathSciNet  MATH  Google Scholar 

  10. B. Chauvin, A. Rouault, and A. Wakolbinger, Growing conditioned trees, Stochastic Process. Appl. 39 (1991), no. 1, 117130.

    Article  MathSciNet  MATH  Google Scholar 

  11. R. Durrett, Probability: Theory and examples, 2nd ed., Duxbury Press, 1996.

    Google Scholar 

  12. J. Engländer and A. E. Kyprianou, Local extinction versus local exponential growth for spatial branching processes, Ann. Probab. 32 (2004), no. 1A, 7899.

    Article  MathSciNet  MATH  Google Scholar 

  13. J. Engländer, Branching diffusions, superdiffusions and random media, Probab. Surveys Vol. 4 (2007) 303364.

    Article  MATH  Google Scholar 

  14. J. Engländer, S. C. Harris, and A. E. Kyprianou, Laws of Large numbers for spatial branching processes, Annales de l'Institut Henri Poincaré (B) Probability and Statistics, (2009), to appear.

    Google Scholar 

  15. J. Geiger, Size-biased and conditioned random splitting trees, Stochastic Process. Appl. 65 (1996), no. 2, 187207.

    Article  MathSciNet  MATH  Google Scholar 

  16. J. Geiger, Elementary new proofs of classical limit theorems for Galton-Watson processes, J. Appl. Probab. 36 (1999), no. 2, 301309.

    Article  MathSciNet  MATH  Google Scholar 

  17. J. Geiger, Poisson point process limits in size-biased Galton-Watson trees, Electron. J. Probab. 5 (2000), no. 17, 12 pp. (electronic).

    Article  MathSciNet  Google Scholar 

  18. J. Geiger and L. Kauffmann, The shape of large Galton-Watson trees with possibly infinite variance, Random Structures Algorithms 25 (2004), no. 3, 311335.

    Article  MathSciNet  MATH  Google Scholar 

  19. H. O. Georgii and E. Baake, Supercritical multitype branching processes: the ancestral types of typical individuals, Adv. in Appl. Probab. 35 (2003), no. 4, 10901110.

    Article  MathSciNet  MATH  Google Scholar 

  20. Y. Git, J. W. Harris, and S. C. Harris, Exponential growth rates in a typed branching diffusion, Ann. App. Probab., 17 (2007), no. 2, 609–653. doi:10.1214/105051606000000853

    Article  MathSciNet  MATH  Google Scholar 

  21. R. Hardy, Branching diffusions, Ph.D. thesis, University of Bath Department of Mathematical Sciences, 2004.

    Google Scholar 

  22. R. Hardy and S. C. Harris, Some path large deviation results for a branching diffusion, (2007), submitted.

    Google Scholar 

  23. R. Hardy and S. C. Harris, A conceptual approach to a path result for branching Brownian motion, Stoch. Proc. and Applic., 116 (2006), no. 12, 19922013. doi:10.1016/j.spa.2006.05.010

    Article  MathSciNet  MATH  Google Scholar 

  24. R. Hardy and S. C. Harris, A new formulation of the spine approach for branching diffusions, (2006). arXiv:math.PR/0611054

    Google Scholar 

  25. R. Hardy and S. C. Harris, Spine proofs for \(\mathcal {L}^p\)-convergence of branching-diffusion martingales, (2006). arXiv:math.PR/0611056

    Google Scholar 

  26. J. W. Harris, S. C. Harris, and A. E. Kyprianou, Further probabilistic analysis of the Fisher-Kọlmogorov-Petrovskii-Piscounov equation: one-sided travelling waves, Ann. Inst. H. Poincaré Probab. Statist. 42 (2006), no. 1, 125145.

    Article  MathSciNet  MATH  Google Scholar 

  27. J. W. Harris and S. C. Harris, Branching Brownian motion with an inhomogeneous breeding potential, Ann. Inst. H. Poincaré Probab. Statist. (2008), to appear.

    Google Scholar 

  28. S. C. Harris and D. Williams, Large deviations and martingales for a typed branching diffusion. I, Astérisque (1996), no. 236, 133–154, Hommage à P. A. Meyer et J. Neveu.

    Google Scholar 

  29. S. C. Harris, Travelling-waves for the FKPP equation via probabilistic arguments, Proc. Roy. Soc. Edinburgh Sect. A 129 (1999), no. 3, 503517.

    Article  MathSciNet  MATH  Google Scholar 

  30. S. C. Harris, Convergence of a “Gibbs-Boltzmann” random measure for a typed branching diffusion, Séminaire de Probabilités, XXXIV, Lecture Notes in Math., vol. 1729, Springer, Berlin, 2000, pp. 239256.

    Chapter  Google Scholar 

  31. S. C. Harris, R. Knobloch, and A.E. Kyprianou, Strong Law of Large Numbers for Fragmentation Processes, (2008) arXiv:0809.2958v1, submitted.

    Google Scholar 

  32. T. E. Harris, The theory of branching processes, Dover ed., Dover, 1989.

    Google Scholar 

  33. Y. Hu and Z. Shi, Minimal position and critical martingale convergence in branching random walks, and directed polymers on disordered trees, (2008) Ann. App. Probab., to appear.

    Google Scholar 

  34. A. M. Iksanov, Elementary fixed points of the BRW smoothing transforms with infinite number of summands, Stochastic Process. Appl. 114 (2004), no. 1, 2750.

    Article  MathSciNet  MATH  Google Scholar 

  35. O. Kallenberg, Foundations of modern probability, Springer-Verlag, 2002.

    Google Scholar 

  36. H. Kesten and B. P. Stigum, Additional limit theorems for indecomposable multidimensional Galton- Watson processes, Ann. Math. Stat. 37 (1966), 14631481.

    Article  MathSciNet  MATH  Google Scholar 

  37. H. Kesten and B. P. Stigum, A limit theorem for multidimensional Galton-Watson processes, Ann. Math. Stat. 37 (1966), 12111223.

    Article  MathSciNet  MATH  Google Scholar 

  38. H. Kesten and B. P. Stigum, Limit theorem for decomposable multi-dimensional Galton-Watson processes, J. Math. Anal. Applic. 17 (1967), 309338.

    Article  MathSciNet  MATH  Google Scholar 

  39. E. Kreyszig, Introductory functional analysis with applications, John Wiley and Sons, 1989.

    Google Scholar 

  40. A. E. Kyprianou, Travelling wave solutions to the K-P-P equation: alternatives to Simon Harris' probabilistic analysis, Ann. Inst. H. Poincaré Probab. Statist. 40 (2004), no. 1, 5372.

    MathSciNet  MATH  Google Scholar 

  41. T. Kurtz, R. Lyons, R. Pemantle, and Y. Peres, A conceptual proof of the Kesten-Stigum theorem for multi-type branching processes, Classical and modern branching processes (Minneapolis, MN, 1994), IMA Vol. Math. Appl., vol. 84, Springer, New York, 1997, pp. 181185.

    Google Scholar 

  42. Q. Liu and A. Rouault, On two measures defined on the boundary of a branching tree, Classical and modern branching processes (Minneapolis, MN, 1994), IMA Vol. Math. Appl., vol. 84, Springer, New York, 1997, pp. 187201.

    Google Scholar 

  43. R. Lyons, A simple path to Biggins' martingale convergence for branching random walk, Classical and modern branching processes (Minneapolis, MN, 1994), IMA Vol. Math. Appl., vol. 84, Springer, New York, 1997, pp. 217221.

    Google Scholar 

  44. R. Lyons, R. Pemantle, and Y. Peres, Conceptual proofs of L log L criteria for mean behavior of branching processes, Ann. Probab. 23 (1995), no. 3, 11251138.

    Article  MathSciNet  MATH  Google Scholar 

  45. J. Neveu, Arbres et processus de Galton-Watson, Ann. Inst. H. Poincaré Probab. Statist. 22 (1986), no. 2, 199207.

    MathSciNet  MATH  Google Scholar 

  46. J. Neveu, Multiplicative martingales for spatial branching processes, Seminar on Stochastic Processes (E. Çinlar, K.L.Chung, and R.K.Getoor, eds.), Birkhäuser, 1987, pp. 223–241.

    Google Scholar 

  47. P. Olofsson, The x log x condition for general branching processes, J. Appl. Probab. 35 (1998), no. 3, 537544.

    Article  MathSciNet  MATH  Google Scholar 

  48. E. Seneta, Non-negative matrices and Markov chains, Springer-Verlag, 1981.

    Google Scholar 

  49. E. C. Waymire and S. C. Williams, A general decomposition theory for random cascades, Bull. Amer. Math. Soc. (N.S.) 31 (1994), no. 2, 216222.

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Simon C. Harris .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2009 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Hardy, R., Harris, S.C. (2009). A Spine Approach to Branching Diffusions with Applications to Lp-Convergence of Martingales. In: Donati-Martin, C., Émery, M., Rouault, A., Stricker, C. (eds) Séminaire de Probabilités XLII. Lecture Notes in Mathematics(), vol 1979. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-01763-6_11

Download citation

Publish with us

Policies and ethics