Pith. sign in

REVIEW 1 cited by

Pricing path-dependent Bermudan options using Wiener chaos expansion: an embarrassingly parallel approach

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 1901.05672 v2 pith:BTAGRFY4 submitted 2019-01-17 q-fin.CP math.PR

classification q-fin.CPmath.PR
keywords algorithmchaosexpansionapproachbermudanembarrassinglyleastoptions
verification ladder T0 review T1 audit T2 compute T3 formal

Signed reviews

No signed human review yet.

0 comments
read the original abstract

In this work, we propose a new policy iteration algorithm for pricing Bermudan options when the payoff process cannot be written as a function of a lifted Markov process. Our approach is based on a modification of the well-known Longstaff Schwartz algorithm, in which we basically replace the standard least square regression by a Wiener chaos expansion. Not only does it allow us to deal with a non Markovian setting, but it also breaks the bottleneck induced by the least square regression as the coefficients of the chaos expansion are given by scalar products on the L^2 space and can therefore be approximated by independent Monte Carlo computations. This key feature enables us to provide an embarrassingly parallel algorithm.

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 1 Pith paper

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Solving high-dimensional optimal stopping problems using deep learning

    cs.CE 2019-08 conditional novelty 6.0 of 10

    A single-objective deep learning algorithm for high-dimensional optimal stopping problems computes both approximate optimal exercise strategies and option prices, demonstrated on Bermudan max-call options in up to 500...

Pith tools