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

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alt="s minus 1"/> is

z left-parenthesis s minus 1 right-parenthesis x left-parenthesis s right-parenthesis minus z left-parenthesis s minus 1 right-parenthesis x left-parenthesis s minus 1 right-parenthesis comma 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 comma

      not z left-parenthesis s right-parenthesis x left-parenthesis s right-parenthesis minus z left-parenthesis s minus 1 right-parenthesis x left-parenthesis s minus 1 right-parenthesis, since the portfolio quantity z left-parenthesis s right-parenthesis operates in the time period s to s plus 1 (not s minus 1 to s). Reverting to continuous form, this translates to Riemann sum terms of the form

z left-parenthesis s Subscript j minus 1 Baseline right-parenthesis left-parenthesis x left-parenthesis s Subscript j Baseline right-parenthesis minus x left-parenthesis s Subscript j minus 1 Baseline right-parenthesis right-parenthesis comma not z left-parenthesis s prime Subscript j right-parenthesis left-parenthesis x left-parenthesis s Subscript j Baseline right-parenthesis minus x left-parenthesis s Subscript j minus 1 Baseline right-parenthesis right-parenthesis period

      It was mentioned earlier that there are many alternative ways of producing a sample space normal upper Omega (along with the linked probability measure upper P and family script upper A of measurable subsets of normal upper Omega). The set of numbers

StartSet negative 5 comma negative 4 comma negative 3 comma negative 2 comma negative 1 comma 0 comma 1 comma 2 comma 3 comma 4 comma 5 comma 10 EndSet

      was used as sample space for the random variability in the preceding example of stochastic integration. The measurable space script upper A was the family of all subsets of normal upper Omega, and the example was illustrated by means of two distinct probability measures upper P, one of which was based on Up and Down transitions being equally likely, where for the other measure an Up transition was twice as likely as a Down.

      An alternative sample space for this example of random variability is

      (2.13)normal upper Omega equals normal upper Omega 1 times normal upper Omega 2 times normal upper Omega 3 times normal upper Omega 4 comma

      where normal upper Omega Subscript j Baseline equals StartSet upper U comma upper D EndSet for j equals 1 comma 2 comma 3 comma 4; so the elements omega of normal upper Omega consist of sixteen 4‐tuples of the form

omega equals left-parenthesis dot comma dot comma dot comma dot right-parenthesis comma such as omega equals left-parenthesis upper U comma upper D comma upper D comma upper U right-parenthesis for example period

      Let the measurable space script upper A be the family of all subsets upper A of normal upper Omega; so script upper A contains 2 Superscript 16 members, one of which (for example) is

upper A equals StartSet left-parenthesis upper D comma upper U comma upper U comma upper D right-parenthesis comma left-parenthesis upper U comma upper D comma upper D comma upper U right-parenthesis comma left-parenthesis upper D comma upper U comma upper D comma upper U right-parenthesis comma left-parenthesis upper U comma upper U comma upper U comma upper U right-parenthesis comma left-parenthesis upper D comma upper D comma upper D comma upper D right-parenthesis EndSet comma upper P left-parenthesis StartSet omega EndSet right-parenthesis equals one sixteenth

      for each omega element-of normal upper Omega. For upper A above, upper P left-parenthesis upper A right-parenthesis equals five sixteenths period

      To relate this probability structure to the shareholding example, let bold upper R Superscript 4 Baseline equals bold upper R times bold upper R times bold upper R times bold upper R, and let

      (2.14)f colon normal upper Omega right-arrow from bar bold upper R Superscript 4 Baseline comma f left-parenthesis omega right-parenthesis equals left-parenthesis 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 comma

      using Table 2.4; so, for instance,

f left-parenthesis omega right-parenthesis equals f left-parenthesis left-parenthesis upper U comma upper D comma upper D comma upper U right-parenthesis right-parenthesis equals left-parenthesis 11 comma 10 comma 9 comma 10 right-parenthesis 
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