We present a general technique to compute the sensitivities of the Monte Carlo prices of discontinuous financial products. It is a natural extension of the pathwise adjoints method, which would require an almost-surely differentiable payoff; the efficiency of the latter method when many sensitivities must be calculated is preserved. We show empirically that the new algorithm is competitive in terms of accuracy and execution time when compared to benchmarks obtained by smoothing of the payoff, which benchmarks are biased and require a nonobvious tuning of their parameters.

Daluiso, R., Facchinetti, G. (2018). Algorithmic differentiation for discontinuous payoffs. INTERNATIONAL JOURNAL OF THEORETICAL AND APPLIED FINANCE, 21(4), 1-40 [10.1142/S021902491850019X].

Algorithmic differentiation for discontinuous payoffs

Daluiso, R
;
2018

Abstract

We present a general technique to compute the sensitivities of the Monte Carlo prices of discontinuous financial products. It is a natural extension of the pathwise adjoints method, which would require an almost-surely differentiable payoff; the efficiency of the latter method when many sensitivities must be calculated is preserved. We show empirically that the new algorithm is competitive in terms of accuracy and execution time when compared to benchmarks obtained by smoothing of the payoff, which benchmarks are biased and require a nonobvious tuning of their parameters.
Articolo in rivista - Articolo scientifico
adjoints; algorithmic differentiation; barrier options; derivatives pricing; digital options; discontinuous payoffs; Greeks; pathwise differentiation; Sensitivities;
adjoints; algorithmic differentiation; barrier options; derivatives pricing; digital options; discontinuous payoffs; Greeks; pathwise differentiation; Sensitivities; Finance; Economics, Econometrics and Finance (all)2001 Economics, Econometrics and Finance (miscellaneous)
English
2018
21
4
1
40
1850019
reserved
Daluiso, R., Facchinetti, G. (2018). Algorithmic differentiation for discontinuous payoffs. INTERNATIONAL JOURNAL OF THEORETICAL AND APPLIED FINANCE, 21(4), 1-40 [10.1142/S021902491850019X].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/205669
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