To interact or not to interact in Bayesian multi-objective optimisation
Wednesday 29 October 2025, 1:00pm to 2:00pm
Venue
Online via Microsoft Teams, Lancaster, United KingdomOpen to
Postgraduates, Public, StaffRegistration
Free to attend - registration requiredRegistration Info
Please contact Gay Bentinck for the Teams link
Event Details
Professor Juergen Branke from University of Warwick, will present a seminar to the Management Science Department
Abstract: After a brief introduction to Bayesian optimisation, this talk will start by discussing the potential benefits of interactively eliciting preference information in multi-objective optimisation. We demonstrate how to find knees in multi-objective optimisation, not requiring any involvement of the decision maker. Then we show that if we can ask the decision maker only once, it may be beneficial to let the decision maker choose from an approximated frontier instead of the final solution set. Finally, we propose a way to estimate the value of more frequent user interaction, thereby allowing Bayesian optimisation to decide when it should ask the decision maker for input rather than following a pre-set interaction scheme.
Speaker
University of Warwick
Juergen Branke is Professor of Operational Research and Systems at the University of Warwick (UK). He has been working in the area of evolutionary computation since 1994 and has published over 300 peer-reviewed papers. His main research interests include metaheuristics and Bayesian optimisation applied to multi-objective problems, problems under uncertainty and dynamically changing problems. He is Editor-in-Chief of ACM Transactions on Evolutionary Learning and Optimization, Area Editor of the J
Contact Details
Name | Gay Bentinck |