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Representations, decompositions and sample function continuity of random fields with independent increments

Author

Listed:
  • Adler, R. J.
  • Monrad, D.
  • Scissors, R. H.
  • Wilson, R.

Abstract

Standard fare in the study of representations and decompositions of processes with independent increments is pursued in the somewhat more complex setting of vector-valued random fields having independent increments over disjoint sets. Such processes are first constructed as almost surely uniformly convergent sums of Poisson type summands, that immediately yield information on sample function properties of versions. The constructions employed, which include a generalized version of the Ferguson-Klass construction with uniform convergence, are new even in the simpler setting of processes in one-dimensional time. Following these constructions, or representations, an analogue of the Lévy-Ito decomposition for Lévy processes is developed, which then enables a number of simple sample function properties of these processes to be read off from the Lévy measure in their characteristic functionals. The paper concludes with a study of general centred additive random fields and an appendix incorporating a brief survey of the theory of centred sums of independent random variables.

Suggested Citation

  • Adler, R. J. & Monrad, D. & Scissors, R. H. & Wilson, R., 1983. "Representations, decompositions and sample function continuity of random fields with independent increments," Stochastic Processes and their Applications, Elsevier, vol. 15(1), pages 3-30, June.
  • Handle: RePEc:eee:spapps:v:15:y:1983:i:1:p:3-30
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    Cited by:

    1. Dalang, Robert C. & Hou, Qiang, 1997. "On Markov properties of Lévy waves in two dimensions," Stochastic Processes and their Applications, Elsevier, vol. 72(2), pages 265-287, December.
    2. Sauri, Orimar & Veraart, Almut E.D., 2017. "On the class of distributions of subordinated Lévy processes and bases," Stochastic Processes and their Applications, Elsevier, vol. 127(2), pages 475-496.
    3. Zapala, August M., 2003. "A criterion for right continuity of filtrations generated by group-valued additive processes," Statistics & Probability Letters, Elsevier, vol. 63(1), pages 79-87, May.
    4. Herbin, Erick & Merzbach, Ely, 2013. "The set-indexed Lévy process: Stationarity, Markov and sample paths properties," Stochastic Processes and their Applications, Elsevier, vol. 123(5), pages 1638-1670.
    5. Balan, R. M., 2002. "Set-indexed processes with independent increments," Statistics & Probability Letters, Elsevier, vol. 59(4), pages 415-424, October.
    6. Francesco Iafrate & Costantino Ricciuti, 2024. "Some Families of Random Fields Related to Multiparameter Lévy Processes," Journal of Theoretical Probability, Springer, vol. 37(4), pages 3055-3088, November.
    7. Lagaize, Sandrine, 2001. "Hölder Exponent for a Two-Parameter Lévy Process," Journal of Multivariate Analysis, Elsevier, vol. 77(2), pages 270-285, May.
    8. Fageot, Julien & Humeau, Thomas, 2021. "The domain of definition of the Lévy white noise," Stochastic Processes and their Applications, Elsevier, vol. 135(C), pages 75-102.
    9. Hannebicque, Brice & Herbin, Érick, 2022. "Regularity of an abstract Wiener integral," Stochastic Processes and their Applications, Elsevier, vol. 154(C), pages 154-196.

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