JP Morgan pulls plug on deep learning model for FX algos
US bank turns to less complex models that are easier to explain to clients
JP Morgan has phased out a model that leverages machine learning technology for foreign exchange algorithmic execution, citing issues with data interpretation and the complexity involved.
The US bank had implemented what it calls a deep neural network for algo execution (DNA), which uses a machine learning framework to optimise order placement and execution styles to minimise market impact.
Launched in 2019, JP Morgan said at the time that the move would replicate reinforcement learning
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.
As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (point 2.4), printing is limited to a single copy.
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. As outlined in our terms and conditions, https://www.infopro-digital.com/terms-and-conditions/subscriptions/ (clause 2.4), an Authorised User may only make one copy of the materials for their own personal use. You must also comply with the restrictions in clause 2.5.
If you would like to purchase additional rights please email info@risk.net
More on Markets
Euro swap spread volatility challenges Bund’s hedging role
German Bunds face scrutiny as euro swap spreads turn negative, forcing traders to rethink hedging strategies
UBS sterling rates head departs
Ian Hale left the Swiss bank in December
Bloomberg offers auto-RFQ chat feed – but banks want a bigger prize
Traders hope for unfettered access to IB chat so they can build their own AI-enhanced trading tools
Intrum auction gives CDS buyers minimal payout
Outcome seen as success for market that needed to adjust auction terms amid ongoing restructuring
South Korea’s FX reforms working amid political crisis, dealers say
Martial law presented first test for reforms aimed at boosting deliverable KRW market
BNY hires Deutsche Bank’s Wu to revamp e-trading
New York-based bank is combining e-FX spot, e-FX forwards trading and strats group
CDS market awaits uncertain Intrum auction result
Swedish firm’s restructuring deal limits flexibility in settling contracts, risking curbs on payouts
Amazon, Meta and Tesla reject FX hedging
Risk.net study shows tech giants don’t hedge day-to-day exposures