Given the present state , take an independent fresh copy of the stock path and denote its initial value, terminal value after steps, and running maximum by . Scaling the fresh path to start at makes its terminal value and its future running maximum . Including the maximum already attained givesHence defineIndependent increments then give the Running-maximum state reduction in the Cox--Ross--Rubinstein modelwith
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