Beyond Markowitz with quantum annealing
Venturelli and Kondratyev use quantum annealers to optimise portfolios
CLICK HERE TO VIEW THE PDF
CLICK HERE TO LISTEN TO THE AUTHORS DISCUSSING THEIR WORK
Davide Venturelli and Alexei Kondratyev propose a hybrid quantum-classical approach to solve discrete portfolio optimisation problems with quantum annealing, with a classical benchmark based on the genetic algorithm. They use the principles of modern portfolio theory as a starting point while allowing for a more general dependence structure
The new emerging technology of quantum computing aims to
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 Investments
Quantum cognition machine learning: financial forecasting
A new paradigm for training machine learning algorithms based on quantum cognition is presented
A hard exit threshold strategy for market-makers
A closed-form solution to derive optimal stop-loss and profit-taking levels is presented
Harvesting the FX skew premium
Observing the vol-of-vol parameter may reveal a skew premium in FX markets
Dynamic margining long/short equity trading strategies
A repo haircut model extends a previous solution for long-only strategies
The cost of mis-specifying price impact
Expected returns can be significantly affected by the wrong use of impact models
Optimal allocation to cryptocurrencies in diversified portfolios
Asset allocation methods assign positive weights to cryptos in diversified portfolios
Getting more for less: better A / B testing via causal regularisation
A causal machine learning algorithm is used to estimate trades’ price impact
Fat tails and optimal LDI portfolios
A portfolio optimisation technique for pension funds and insurance portfolios is presented
