Reference for stochastic calculus with jumps

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All the standard books I know on stochastic calculus work almost exclusively with continuous martingales. What are the standard references for the general theory (with jumps)?

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Since you mentioned only continuous martingales, note that it is also possible to define stochastic calculus using local martingales and semimartingales.

Some textbooks which cover the more general theory are:

  • Limit Theorems for Stochastic Processes by Jacod & Shiryaev
  • Stochastic Integration and Differential Equations by Protter
  • Stochastic Integration Theory by Medvegyev
  • Stochastic Integration with Jumps by Bichteler
  • Stochastic Integrals by Welzsäcker & Winkler

Personally, I like the textbook by Medvegyev since it contains more (worked) examples, however it doesn't contain any exercises.

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Try Philip E. Protter's "Stochastic Integration and Differential Equations"