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
MTS hopes BondVision revamp will double rates market share
Proni says dealer oversight on fees and data, and new order tech key to D2C push; swaps a possibility
CDS market revamp aims to fix the (de)faults
Proposed makeover for determinations committees tackles concerns over conflicts of interest
BNPP overtakes Barclays in Ucits single-name CDSs
Counterparty Radar: Europe’s retail funds shed notional but used wider range of underlyings, new data shows
Inside Nomura’s European equities rebuild
Talking Heads: Global chief Simon Yates also addresses US crowding and Japan’s prospects post-carry trade
Simm casts off Covid pain for $40 billion IM reprieve
Recalibration cuts risk weights in equity and commodities, but some credit exposures double on ABX halt
BNP Paribas’ FX forwards volumes jump 75% in Q2
Counterparty Radar: French bank’s increased notional with Pimco lifts it into top spot
JPM eyes tokenised FX swaps on digital assets platform
New intraday currency swaps would cut settlement risk and bring capital benefits, architects say
Accounting fix needed for done-away Treasury clearing – DTCC
Splitting UST execution and clearing “not viable” for clearing brokers under current regime