Skip to main content

Set-Valued Stochastic Integrals

  • Chapter
  • First Online:
Stochastic Differential Inclusions and Applications

Part of the book series: Springer Optimization and Its Applications ((SOIA,volume 80))

  • 1857 Accesses

Abstract

This chapter is devoted to basic notions of the theory of set-valued stochastic integrals. In Sect. 1, we present properties of functional set-valued stochastic integrals defined, like Aumann integrals, as images of subtrajectory integrals of set-valued stochastic processes by some linear mappings with values in \({\mathbb{L}}^{2}(\Omega, \mathcal{F}_{T}, {\mathbb{R}}^{d})\). The set-valued stochastic integrals defined in Sect. 2 are understood as certain set-valued random variables.

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 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 109.99
Price excludes VAT (USA)
  • Durable hardcover 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

References

  1. Ahmed, N.U.: Optimal control of stochastic dynamical systems. Inf. Contr. 22(1), 13–30 (1973)

    Article  MATH  Google Scholar 

  2. Ahmed, N.U.: Nonlinear stochastic differential inclusions in Banach space. Stoch. Anal. Appl. 12(1), 1–10 (1994)

    Article  MATH  Google Scholar 

  3. Aitalioubrahim, M., Sajid, S.: Second order viability result in Banach spaces. Discuss. Math. Disc. Math. DICO 30, 5–21 (2010)

    MathSciNet  MATH  Google Scholar 

  4. Alexiewicz, A.: Functional Analysis. P.W.N., Warszawa (1969) (in Polish)

    Google Scholar 

  5. Aubin, J.P., Cellina, A.: Differential Inclusions. Springer, New York (1984)

    Book  MATH  Google Scholar 

  6. Aubin, J.P.: Viability Theory. Birkhäuser, Boston (1991)

    MATH  Google Scholar 

  7. Aubin, J.P., Da Prato, G.: Stochastic viability and invariance. Ann. Scouli Norm. Pisa 27, 595–614 (1990)

    Google Scholar 

  8. Aubin, J.P., Da Prato, G.: Stochastic Nagumo’s viability theorem. Stoch. Anal. Appl. 13(1), 1–11 (1995)

    Article  MATH  Google Scholar 

  9. Aubin, J.P., Da Prato, G.: The viability theorem for stochastic differential inclusions. Stoch. Anal. Appl. 16, 1–15 (1998)

    Article  MATH  Google Scholar 

  10. Aubin, J.P., Da Prato, G., Frankowska, H.: Stochastic invariance for differential inclusions. Set-valued Anal. 8, 181–201 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  11. Aubin, J.P., Frankowska, H.: Hyperbolic Systems of Partial Differential Inclusions, Ann. Scuoli Norm. Pisa 18(4), 541–562 (1991)

    MathSciNet  MATH  Google Scholar 

  12. Aubin, J.P., Frankowska, H.: Set-Valued Analysis. Birkhäuser, Boston (1990)

    MATH  Google Scholar 

  13. Aubin, J.P., Pujol, D., Saint-Pierre, P.: Dynamical Management of Portfolios Under Contingent Uncertainty. Cener Rech. Viabilité, Jeux, Contrôle (2000)

    Google Scholar 

  14. Aumann, R.: Integrals of set-valued functions. J. Math. Anal. Appl. 12, 1–12 (1965)

    Article  MathSciNet  MATH  Google Scholar 

  15. Bartuzel, G., Fryszkowski, A.: Abstract differential inclusions with some applications to partial differential ones. Ann. Polon. Math. LIII, 67–78 (1991)

    Google Scholar 

  16. Bartuzel, G., Fryszkowski, A.: Stability of principal eigenvalue of schrödinger type problem for differential inclusions. Topol. Meth. Nonlinear Anal. 16, 181–194 (2000)

    MathSciNet  MATH  Google Scholar 

  17. Bartuzel, G., Fryszkowski, A.: A class of retracts in Lp with some applications to differential inclusions. Discuss. Math. DIO 22, 213–224 (2002)

    MathSciNet  MATH  Google Scholar 

  18. Benoit, T.V., Ha, T.X.D.: Existence of viable solutions for a nonconvex stochastic differential inclusion. Disc. Math. DI 17, 107–131 (1997)

    MATH  Google Scholar 

  19. Bismut, J.M.: Conjugate convex functions in optimal stochastic control. J. Math. Anal. Appl. 44, 484–504 (1973)

    Article  MathSciNet  Google Scholar 

  20. Bismut, J.M.: An introductory approach to duality in optimal stochastic control. SIAM Rev. 20, 62–78 (1978)

    Article  MathSciNet  MATH  Google Scholar 

  21. Billingsley, P.: Convergence of Probability Measures. Wiley, New York (1976)

    Google Scholar 

  22. Bocşan, G.: On Wiener stochastic integrals of multifunctions. Univ. Tim. FSN 87, 1–7 (1987)

    Google Scholar 

  23. Da Prato, G., Frankowska, H.: A stochastic Fillipov theorem. Stoch. Anal.Appl. 12, 408–426 (1994)

    Article  Google Scholar 

  24. Dawidowski, M., Kubiaczyk, I.: An existence theorem for generalized hyperbolic equation z xy ∈ F(x,y,z) in Banach space. Comm. Math. 30, 10–25 (1990)

    MathSciNet  Google Scholar 

  25. Dawidowski, M., Kisielewicz, M., Kubiaczyk, I.: Existence theorem for hyperbolic differential inclusions with Carathéodory right-hand side. Discuss. Math. 10, 69–75 (1990)

    MathSciNet  MATH  Google Scholar 

  26. Duffie, D.: Dynamic Asset Pricing Theory. Princeton University Press, Princeton (1996)

    Google Scholar 

  27. Fleming, W.H., Nisio, M.: On stochastic relaxed control for partially observed diffusion. Nagoya Math. J. 93, 71–108 (1984)

    MathSciNet  MATH  Google Scholar 

  28. Fleming, W.H., Rishel, R.M.: Deterministic and Stochastic Optimal Control. Springer, New York (1975)

    Book  MATH  Google Scholar 

  29. Fleming, W.H., Soner, H.M.: Controlled Markov Processes and Viscosity Solutions. Springer, New York (1993)

    MATH  Google Scholar 

  30. Friedman, A.: Nonlinear optimal control problems to parabolic equations. SIAM J. Control. Optim. 22(5), 805–816 (1984)

    Article  MathSciNet  MATH  Google Scholar 

  31. Friedman, A.: Stochastic Differential Equations and Applications. Academic, New York (1975)

    MATH  Google Scholar 

  32. Fryszkowski, A.: Carathéodory type selectors of set-valued maps of two variables. Bull. Acad. Polon. Sci. Sér. Sci Math. 26, 41–46 (1977)

    MathSciNet  Google Scholar 

  33. Gihman, I.I., Skorohod, A.V.: The Theory of Stochastic Processes I–III. Springer, Berlin (1974, 1975, 1979)

    Google Scholar 

  34. Hackbusch, W.: On the fast solving of parabolic boundary control problems. SIAM J. Control. Optim. 17(2), 231–244 (1979)

    Article  MathSciNet  MATH  Google Scholar 

  35. Halmos, P.R.: Measure Theory. D. Van Nostrand Company Inc., New York (1956)

    Google Scholar 

  36. Haussmann, U.G.: A Stochastic Maximum Principle for Optimal Control Diffusion. Pitman Research Notes in Mathematics, vol. 151. Longman, Harlow (1986)

    Google Scholar 

  37. Hernández-Lerma, O.: Lectures on continuous-time Markov control processes. In: Aportaciones Matemáticas. Sociedad Matemática Mexicana, Mexico (1994)

    MATH  Google Scholar 

  38. Hiai, F.: Multivalued stochastic integrals and stochastic inclusions. Devision of Applied Mathematics, Research Institute of Applied Electricity, Sapporo 060. Japan (unpublished)

    Google Scholar 

  39. Hiai, F., Umegaki, H.: Integrals, conditional expectations and martingales of multivalued functions. J. Math. Anal. 7, 149–182 (1977)

    MathSciNet  MATH  Google Scholar 

  40. Hildenbrand, W.: Core and Equilibria of a Large Economy. Princ. Univ. Press, Princeton (1974)

    MATH  Google Scholar 

  41. Hu, S., Papageorgiou, N.S.: Handbook of Multivalued Analysis I. Kluwer Acad. Publ., Dordrecht (1997)

    MATH  Google Scholar 

  42. Hukuhara, M.: Intégration des applications mesurables dont la valeur est un compact convexe. Funk. Ekv. 10, 205–223 (1967)

    MathSciNet  MATH  Google Scholar 

  43. Ikeda, N., Watanabe, S.: Stochastic Differential Equations and Diffusion Processes. North Holland Publ., Amsterdam (1981)

    MATH  Google Scholar 

  44. Jacod, J., Shiryaev, A.N.: Limit Theorems for Stochastic Processes. Springer, New York (1987)

    Book  MATH  Google Scholar 

  45. Josa–Fombellida, R., Rincón-Zapatero, J.P.: New approach to stochastic optimal control. J. Optim. Theory Appl. 135, 163–177 (2007)

    Google Scholar 

  46. Jung, E.J., Kim, J.H.: On Set-valued Stochastic Integrals. Stoch. Anal. Appl. 21, 401–418 (2003)

    Article  MathSciNet  MATH  Google Scholar 

  47. Karatzas, I., Shreve, S.E.: Brownian Motion and Stochastic Calculus. Springer, New York (1991)

    MATH  Google Scholar 

  48. Kim, B.K., Kim, J.H.: Stochastic integrals of set-valued processes and fuzzy processes. J. Math. Anal. Appl. 2336, 480–502 (1999)

    Article  Google Scholar 

  49. Kisielewicz, M.: Differential Inclusions and Optimal Control. Kluwer Acad. Publ., New York (1991)

    Google Scholar 

  50. Kisielewicz, M.: Properties of solution set of stochastic inclusions. J. Appl. Math. Stoch. Anal. 6, 217–236 (1993)

    Article  MathSciNet  MATH  Google Scholar 

  51. Kisielewicz, M.: Set-valued stochastic integrals and stochastic inclusions. Discuss. Math. 13, 119–126 (1993)

    MathSciNet  MATH  Google Scholar 

  52. Kisielewicz, M.: Existence theorem for nonconvex stochastic inclusions. J. Appl. Math. Stoch. Anal. 7, 151–15 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  53. Kisielewicz, M.: Strong and weak solutions to stochastic inclusions. Banach Center Publ. 32, 227–286 (1995)

    MathSciNet  Google Scholar 

  54. Kisielewicz, M.: Viability theorem for stochastic differential inclusions. Discuss. Math. 16, 61–74 (1995)

    MathSciNet  Google Scholar 

  55. Kisielewicz, M.: Set-valued stochastic integrals and stochastic inclusions. Stoch. Anal. Appl. 15(5), 783–800 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  56. Kisielewicz, M.: Weak compactness of solution sets to stochastic differential inclusions with convex right hand sides. Topol. Math Nonlinear Anal. 18, 149–169 (2001)

    MathSciNet  MATH  Google Scholar 

  57. Kisielewicz, M.: Continuous selection theorems. Discuss. Math. Control. Optim. 25, 159–163 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  58. Kisielewicz, M.: Weak compactness of solution sets to stochastic differential inclusions with non-convex right hand sides. Stoch. Anal. Appl. 23, 871–901 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  59. Kisielewicz, M.: Backward stochastic differential inclusions. Dynam. Syst. Appl. 16, 121–140 (2007)

    MathSciNet  MATH  Google Scholar 

  60. Kisielewicz, M.: Stochastic differential inclusions and diffusion processes. J. Math. Anal. Appl. 334, 1039–1054 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  61. Kisielewicz, M.: Stochastic representation of partial differential inclusions. J. Math. Anal. Appl. 353, 592–606 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  62. Kisielewicz, M.: Some properties of set-valued stochastic integrals. J. Math. Anal. Appl. 388, 984–995 (2012)

    Article  MathSciNet  MATH  Google Scholar 

  63. Klein, E., Thompson, A.C.: Theory of Correspondences. Wiley Interscience Publication, New York (1984)

    MATH  Google Scholar 

  64. Krylov, N.V.: Controlled Diffusion Processes. Springer, New York (1980)

    Book  MATH  Google Scholar 

  65. Kubiaczyk, I.: An existence theorem for the generalized hyperbolic equation z xy ∈ F(x,y,z) in Banach space. Comm. Math. 30, 35–43 (1990)

    MathSciNet  Google Scholar 

  66. Kucia, A., Nowak, A.: On Carathéodory type selectors of set-valued maps in Hilbert space. Ann. Math. Sil. 2(14), 47–52 (1986)

    MathSciNet  Google Scholar 

  67. Kuhner, H.J.: Necessary conditions for continuous parameter stochastic optimization problems. SIAM J. Control 10, 550–565 (1972)

    Article  MathSciNet  Google Scholar 

  68. Kunita, H.: Stochastic Flows and Stochastic Differential Equations. Cambridge University Press, New York (1990)

    MATH  Google Scholar 

  69. Kuratowski, C.: Topologie, vol. I. PWN, Warszawa (1958)

    MATH  Google Scholar 

  70. Kuratowski, K.: Ryll-Nardzewski, C.: A general theorem on selectors. Bull. Polon. Acad. Sci. 13, 397–403 (1965)

    Google Scholar 

  71. Levakov, A.A.: Stochastic differential inclusions. Diff. Uravn. 33(2), 212–220 (1997)

    MathSciNet  MATH  Google Scholar 

  72. Lipcer, R.S., Shiryaev, A.N.: Statistics of Stochastic Processes. PWN, Warszawa (1981) (in Polish)

    Google Scholar 

  73. Marti, K.: Approximative solutions of stochastic control problems by means of quasilinearization. In: Hamza, M.H. (ed.) Measurement and Control, pp. 183–188. ACTA Press, Anaheim (1977)

    Google Scholar 

  74. Merton, R.C.: Optimum consumption and portfolio rules in a continuous time model. J. Econ. Theory 3, 373–413 (1971)

    Article  MathSciNet  Google Scholar 

  75. Michta, M.: Optimal solutions to stochastic differential inclusions. Appl. Math. (Warsaw) 29(4), 387–398 (2002)

    Google Scholar 

  76. Michta, M.: On solutions to stochastic differential inclusions. Discr. Cont. Dynam. Syst. 140, 618–622 (2003)

    MathSciNet  Google Scholar 

  77. Michta, M.: On weak solutions to stochastic differential inclusions driven by semimartingales. Stoch. Anal. Appl. 22(5), 1341–1361 (2004)

    Article  MathSciNet  MATH  Google Scholar 

  78. Michta, M., Motyl, J.: Compactness of solutions of second order dynamical systems. Dynam. Cont. Discr. Imp. Syst. Ser. A: Math. Anal. 14(4), 525–545 (2007)

    MathSciNet  MATH  Google Scholar 

  79. Millian, A.: A note on the stochastic invariance for Itô equation. Bull. Acad. Sci. Math. 41(2), 139–150 (1993)

    Google Scholar 

  80. Mishina, A.P., Proskurjakov, I.W.: Higher Algebra. Nauka, Moskov (1965) (in Russian)

    MATH  Google Scholar 

  81. Motyl, J.: Note on strong solutions of stochastic inclusions. J. Math. Anal. Appl. 8(3), 291–297 (1995)

    Article  MathSciNet  MATH  Google Scholar 

  82. Motyl, J.: Existence of solutions of set-valued Itô equation. Bull. PAN 46(4), 419–430 (1998)

    MathSciNet  MATH  Google Scholar 

  83. Motyl, J.: Stability problem for stochastic inclusions. Stoch. Anal. Appl. 16, 933–944 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  84. Motyl, J.: Stochastic functional inclusion driven by semimartingale. Stoch. Anal. Appl. 16(3), 517–532 (1998)

    Article  MathSciNet  MATH  Google Scholar 

  85. Motyl, J.: Viable solutions to set-valued stochastic equations. Optimization 48, 157–176 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  86. Øksendal, B.: Stochastic Differential Equations. Springer, Berlin (1998)

    Book  Google Scholar 

  87. Peng, S.: A general stochastic maximum principle for optimal control problems. SIAM J. Control. Optim. 28, 966–979 (1990)

    Article  MathSciNet  MATH  Google Scholar 

  88. Plaskacz, S.: Value functions in control systems and differential games: A viability method. Lecture Notes in Nonlinear Analysis. Journal of Schauder Center for Nonlinear Analysis, N.C.University (2003)

    Google Scholar 

  89. Protter, P.: Stochastic Integration and Differential Equations. Springer, Berlin (1990)

    Book  MATH  Google Scholar 

  90. Przesławski, K.: Lipschitz continuous selectors. J. Convex Anal. 5(2), 249–267 (1998)

    MathSciNet  MATH  Google Scholar 

  91. Rybiński, L.: On Carathéodory type selections. Fund. Math. 125, 187–193 (1985)

    MathSciNet  MATH  Google Scholar 

  92. Sosulski, W.: Properties of Solutions Set to Generalized Partial Differential Equations of Hyperbolic Type. Technical University of Zielona Góra Press, Zielona Gora (1982) (in Polish)

    Google Scholar 

  93. Sosulski, W.: Existence of optimal solutions for some problems described by neutral partial functional-differential inclusions of hyperbolic type. Discuss. Math. 10, 123–130 (1990)

    MathSciNet  MATH  Google Scholar 

  94. Strook, D.W., Varadhan, S.R.S.: Diffusion processes with continuous coefficients. I, II. Comm. Pure Appl. Math. 22(345–400), 479–530 (1969)

    Google Scholar 

  95. Strook, D.W., Varadhan, S.R.S.: Multidimensional Diffusion Processes. Springer, Berlin (1997)

    Google Scholar 

  96. Yong, J., Zhou, X.Y.: Stochastic Controls: Hamiltonian Systems and HJB Equations. Springer, New York (1999)

    MATH  Google Scholar 

  97. Zălinescu, A.: Weak solutions and optimal control for multivalued stochastic differential equations. Nonlinear Diff. Equat. Appl. 15, 511–533 (2008)

    Article  MATH  Google Scholar 

  98. Zhang, J., Li, S., Mitoma, I., Okazaki, Y.: On set-valued stochastic integrals in an M-type 2 Banach space. J. Math. Anal. Appl. 350, 216–233 (2009)

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer Science+Business Media New York

About this chapter

Cite this chapter

Kisielewicz, M. (2013). Set-Valued Stochastic Integrals. In: Stochastic Differential Inclusions and Applications. Springer Optimization and Its Applications, vol 80. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-6756-4_3

Download citation

Publish with us

Policies and ethics