Adjoint Greeks made easy
Luca Capriotti and Michael Giles show how algorithmic differentiation can be used to systematically implement the adjoint calculation of sensitivities in Monte Carlo for general path-dependent and multi-asset options, with minimal analytical effort. With several examples, they illustrate the workings of this technique and demonstrate how it can be straightforwardly implemented to reduce the time required for the computation of the risk of any portfolio by orders of magnitude
The renewed emphasis of the financial industry on quantitatively sound risk management practices comes with formidable computational challenges. Computationally intensive Monte Carlo simulations are often the only practical tool available, and standard approaches for the calculation of risk require repeated simulation of a portfolio’s profit and loss.
Click here to view the full article.
Only users who have a paid subscription or are part of a corporate subscription are able to print or copy content.
To access these options, along with all other subscription benefits, please contact info@risk.net or view our subscription options here: http://subscriptions.risk.net/subscribe
You are currently unable to print this content. Please contact info@risk.net to find out more.
You are currently unable to copy this content. Please contact info@risk.net to find out more.
Copyright Infopro Digital Limited. All rights reserved.
You may share this content using our article tools. Printing this content is for the sole use of the Authorised User (named subscriber), as outlined in our terms and conditions - https://www.infopro-insight.com/terms-conditions/insight-subscriptions/
If you would like to purchase additional rights please email info@risk.net
Copyright Infopro Digital Limited. All rights reserved.
You may share this content using our article tools. Copying this content is for the sole use of the Authorised User (named subscriber), as outlined in our terms and conditions - https://www.infopro-insight.com/terms-conditions/insight-subscriptions/
If you would like to purchase additional rights please email info@risk.net
More on Risk management
Revealed: the three EU banks applying for IMA approval
BNP Paribas, Deutsche Bank and Intesa Sanpaolo ask ECB to use internal models for FRTB
FICC takes flak over Treasury clearing proposal
Latest plans would still allow members to bundle clearing and execution – and would fail to boost clearing capacity, critics say
Buy side would welcome more guidance on managing margin calls
FSB report calls for regulators to review existing standards for non-bank liquidity management
Japanese megabanks shun internal models as FRTB bites
Isda AGM: All in-scope banks opt for standardised approach to market risk; Nomura eyes IMA in 2025
Benchmark switch leaves hedging headache for Philippine banks
If interest rates are cut before new benchmark docs are ready, banks face possible NII squeeze
Op risk data: Tech glitch gives customers unlimited funds
Also: Payback for slow Paycheck Protection payouts; SEC hits out at AI washing. Data by ORX News
The American way: a stress-test substitute for Basel’s IRRBB?
Bankers divided over new CCAR scenario designed to bridge supervisory gap exposed by SVB failure
Industry warns CFTC against rushing to regulate AI for trading
Vote on workplan pulled amid calls to avoid duplicating rules from other regulatory agencies