Data Poisoning: An Emerging Threat for Machine Learning Adoption
Experts from IBM and Bank of China say they're on the lookout for this emerging threat, as machine learning gains in popularity.
Slowly, banks are looking to incorporate machine learning into their front-end operations. As machine learning models become more prevalent in finance, experts warn that banks need to be on the lookout for a lurking threat: data poisoning.
Machine learning models are made by humans, and it’s those humans that bank executives need to be monitoring, says Gary Yiu, head of IT audit at Bank of China (Hong Kong), as “malicious users can inject false training data with the aim of corrupting the
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@waterstechnology.com or view our subscription options here: https://subscriptions.waterstechnology.com/subscribe
You are currently unable to print this content. Please contact info@waterstechnology.com to find out more.
You are currently unable to copy this content. Please contact info@waterstechnology.com 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@waterstechnology.com
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@waterstechnology.com
More on Data Management
LSEG–MayStreet lawsuit may have precedent in Delaware court
Lawyers for Patrick Flannery argue that a recently settled case in Delaware sets precedent for his ongoing battle with the exchange group.
A tidal wave of token costs threatens landfall
Budgeting for AI was never “easy,” but as financial firms rely more heavily on agents, soaring token usage is forcing them to rethink the economics of modern enterprise AI.
ICE buys MarketAxess to create ‘common rails’ for fixed income
The deal, which is expected to close early next year, will further establish ICE in the fixed-income market.
EDMA begins rollout of AI certification framework
The EDM Association is expanding its CDMC framework to include analytics and AI.
Bloomberg acquires Canoe Intelligence, expanding private markets prowess
In a rare acquisition, the data giant is looking to add to its established private markets intelligence and add more functionality for client workflows.
The danger of prediction markets is precisely how useful they are
The Waters Wrap: Prediction markets may seem like a gamer’s paradise or a honey pot for those looking to corrupt betting. But they have another use in forming institutional prices. At least, that’s what Max Bowie is putting his money on.
During the global financial crisis, knowing your data was the edge. With AI, it’s the whole business
SimCorp’s CEO says firms should understand their data and enterprise plumbing in the age of AI.
UK asset manager fixes data then brings in AI
Now that Omba Advisory & Investments has consolidated its data, it can leverage new AI tools.