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

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left-bracket 0 comma tau right-bracket can be replaced by a finite number of fixed time values 0 less-than tau 1 less-than tau 2 less-than midline-horizontal-ellipsis less-than tau Subscript n Baseline equals tau if the family of random variables upper Y Subscript t (0 less-than t less-than-or-equal-to tau) is replaced by upper Y Subscript tau Sub Subscript j (1 less-than-or-equal-to j less-than-or-equal-to n); so there are only a finite number n of random variables upper Y Subscript j Baseline equals upper Y Subscript tau Sub Subscript j,

upper Y Subscript t Baseline equals upper Y Subscript tau Sub Subscript j Subscript Baseline equals upper Y Subscript j Baseline for tau Subscript j minus 1 Baseline less-than t less-than-or-equal-to tau Subscript j Baseline comma 1 less-than-or-equal-to j less-than-or-equal-to n semicolon

      and the random variables can be written

upper Z Subscript t Baseline left-parenthesis omega right-parenthesis equals upper Z Subscript t Baseline left-parenthesis i right-parenthesis equals f left-parenthesis upper Y Subscript t Baseline left-parenthesis omega right-parenthesis right-parenthesis equals f left-parenthesis upper Y Subscript t Baseline left-parenthesis i right-parenthesis right-parenthesis equals f left-parenthesis upper Y Subscript j Baseline left-parenthesis i right-parenthesis right-parenthesis

      Let y Subscript j i represent sample values (or potential occurrences) of the random variables upper Y Subscript j. For any given j, i can have value

i equals i Subscript j Baseline comma 1 less-than-or-equal-to i Subscript j Baseline less-than-or-equal-to m comma 1 less-than-or-equal-to j less-than-or-equal-to n semicolon

      so left-brace i Subscript j Baseline right-brace is the set of permutations, with repetition, of the numbers i equals 1 comma ellipsis comma m taken n at a time.

      The ideas in I1, I2, I3, I4) suggest the following sample values for the stochastic integral integral Subscript 0 Superscript tau Baseline f left-parenthesis upper Y Subscript t Baseline right-parenthesis d upper Y Subscript t (or “integral Subscript 0 Superscript tau Baseline f left-parenthesis upper Y Subscript j Baseline right-parenthesis d upper Y Subscript j”):

sigma-summation Underscript j equals 1 Overscript m Endscripts f left-parenthesis y Subscript j i Sub Subscript j Subscript Baseline right-parenthesis left-parenthesis y Subscript j i Sub Subscript j Subscript Baseline minus y Subscript j minus 1 comma i Sub Subscript j minus 1 Subscript Baseline right-parenthesis period

      The subscript i Subscript j labels the random variability in this calculation, and demonstrates that this version of the stochastic integral can take m Superscript n possible values; though not all of the possible values are necessarily distinct.

      For further simplification, take m equals 2 and n equals 3; so, at each of times tau Subscript j (j equals 1 comma 2 comma 3), the random variable upper Y Subscript j can take one of two possible values, y Subscript j Baseline 1 Baseline comma y Subscript j Baseline 2 Baseline. Then, by enumerating the permutations with repetition of m equals 2 things taken n equals 3 at a time , the 8 possible sample values of the stochastic integral integral Subscript 0 Superscript tau Baseline f left-parenthesis upper Y Subscript t Baseline right-parenthesis d upper Y Subscript t are:

StartLayout 1st Row 1st Column f left-parenthesis y 11 right-parenthesis left-parenthesis y 11 minus 0 right-parenthesis 2nd Column plus 3rd Column f left-parenthesis y 21 right-parenthesis left-parenthesis y 21 minus y 11 right-parenthesis 4th Column plus 5th Column f left-parenthesis y 31 right-parenthesis left-parenthesis y 31 minus y 21 right-parenthesis comma 2nd Row 1st Column f left-parenthesis y 11 right-parenthesis left-parenthesis y 11 minus 0 right-parenthesis 2nd Column plus 3rd Column f left-parenthesis y 21 right-parenthesis left-parenthesis y 21 minus y 11 right-parenthesis 4th Column plus 5th Column f left-parenthesis y 32 right-parenthesis left-parenthesis y 32 minus y 21 right-parenthesis 
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