Gauge Integral Structures for Stochastic Calculus and Quantum Electrodynamics. Patrick Muldowney

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way—the stochastic integral of the process upper Z with respect to the process upper X. In chapter 8 of [MTRV], symbols bold s, or bold upper S, or script upper S are used (in place of the symbol integral) for various kinds of stochastic integral. In the context described here, bold upper S would be the appropriate notation. (See (5.28) below.)

      To illustrate the details of this basic stochastic integration, suppose the time increment is 1 day, so s equals 0 comma 1 comma 2 comma 3 comma 4 tracks the process over four days. Suppose the initial value of the share at the start of day 1 is x left-parenthesis 0 right-parenthesis equals 10. Suppose on each day the value of the share can change by plus 1 or negative 1. That is, an “up” increment (U) or “down” increment (D). (Although the probabilities involved will not be used at this stage, in order to keep random variability in mind suppose that, at the end of each day, U occurs with probability 0.5 and suppose D occurs with probability 0.5.)

      Suppose initial stockholding at start of day 1 is z left-parenthesis 0 right-parenthesis equals 1, or 1 share, and suppose the shareholder buys an extra share whenever the share value increases (U), and otherwise keeps the same number of shares. So there are no circumstances in which shareholding is decreased. (It is easy to imagine that the investor would apply a less optimistic and more prudent share purchasing strategy. But for purpose of illustration some particular strategy must be chosen, and this one is easy to describe.)

      With x left-parenthesis 0 right-parenthesis equals 10 and z left-parenthesis 0 right-parenthesis equals 1, the histories or processes of interest are prices upper X comma equals left-parenthesis upper X left-parenthesis 1 right-parenthesis comma upper X left-parenthesis 2 right-parenthesis comma upper X left-parenthesis 3 right-parenthesis comma upper X left-parenthesis 4 right-parenthesis right-parenthesis; holdings upper Z; and total gains upper W; represented by

StartSet x left-parenthesis 1 right-parenthesis comma x left-parenthesis 2 right-parenthesis comma x left-parenthesis 3 right-parenthesis comma x left-parenthesis 4 right-parenthesis EndSet comma StartSet z left-parenthesis 1 right-parenthesis comma z left-parenthesis 2 right-parenthesis comma z left-parenthesis 3 right-parenthesis comma z left-parenthesis 4 right-parenthesis EndSet comma StartSet w left-parenthesis 1 right-parenthesis comma w left-parenthesis 2 right-parenthesis comma w left-parenthesis 3 right-parenthesis comma w left-parenthesis 4 right-parenthesis EndSet comma

      with StartSet c left-parenthesis 1 right-parenthesis comma c left-parenthesis 2 right-parenthesis comma c left-parenthesis 3 right-parenthesis comma c left-parenthesis 4 right-parenthesis EndSet representing the daily changes in the value of the stockholding. For s equals 1 comma 2 comma 3 comma 4, the ’tuple

x equals left-parenthesis x left-parenthesis s right-parenthesis right-parenthesis Subscript s equals 1 comma 2 comma 3 comma 4 Baseline equals left-parenthesis x left-parenthesis 1 right-parenthesis comma x left-parenthesis 2 right-parenthesis comma x left-parenthesis 3 right-parenthesis comma x left-parenthesis 4 right-parenthesis right-parenthesis

      is a sample path for the processes upper X. Similarly for ’tuples z, w and processes upper Z, upper W, respectively. One of the 16 underlying random transition sequences is no. 7 in Table 2.4:

normal upper U normal upper D normal upper D normal upper U

      With x left-parenthesis 0 right-parenthesis equals 10, z left-parenthesis 0 right-parenthesis equals 1, the corresponding sample paths

left-parenthesis x left-parenthesis s right-parenthesis right-parenthesis comma left-parenthesis z left-parenthesis s right-parenthesis right-parenthesis comma left-parenthesis w left-parenthesis s right-parenthesis right-parenthesis

      can be calculated for this particular sequence of share price U‐D transitions, using

c left-parenthesis s right-parenthesis equals z left-parenthesis s minus 1 right-parenthesis left-parenthesis x left-parenthesis s right-parenthesis minus x left-parenthesis s minus 1 right-parenthesis right-parenthesis and w left-parenthesis s right-parenthesis equals w left-parenthesis s minus 1 right-parenthesis plus c left-parenthesis s right-parenthesis

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