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Workshop on
Evolutionary Computation and Decision Making (EC+DM)
https://sites.exeter.ac.uk/ecmcdm/
at GECCO 2024<https://gecco-2024.sigevo.org/HomePage> (hybrid format), Melbourne, Australia, July 14 - 18, 2024
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Solving real-world optimisation problems typically involve an expert or decision-maker. Decision making tools have been found to be useful in several such applications e.g., health care, education, environment, transportation, business, and production. In recent years, there has also been growing interest in merging Evolutionary Computation (EC) and decision-making techniques for several applications. This has raised amongst others the need to account for explainability, fairness, ethics and privacy aspects in optimisation and decision-making. This workshop will showcase research that is both at the interface of EC and decision making. The workshop on Evolutionary Computation and Decision Making (EC + DM) to be held in GECCO 2024 aims to promote research on theory and applications in the field. Topics of interest include:
· Interactive multi-objective optimisation or decision-maker in the loop
· Visualisation to support DM in EC
· Aggregation/trade-off operators & algorithms to integrate decision maker preferences
· Fuzzy logic-based DM techniques
· Bayesian and other DM techniques
· Interactive multi-objective optimisation for (computationally) expensive problems
· Using surrogates (or metamodels) in DM
· Hybridisation of EC and DM
· Scalability in EC and DM
· DM and machine learning
· DM in a big data context
· DM in real-world applications
· Use of psychological tools to aid the decision-maker
· Fairness, ethics and societal considerations in EC and DM
· Explainability in EC and DM
· Accounting for trust and security in EC and DM
Contact
Please feel free to contact us in case you have any questions about the session
Tinkle Chugh: t.chugh@exeter.ac.uk<mailto:t.chugh@exeter.ac.uk> <mailto:t.chugh@exeter.ac.uk>
Richard Allmendinger: richard.allmendinger@manchester.ac.uk<mailto:richard.allmendinger@manchester.ac.uk>
Hadi Akbarzadeh Khorshidi: hadi.khorshidi@unimelb.edu.au<mailto:hadi.khorshidi@unimelb.edu.au>
Submission
We invite papers up to 8 pages relevant to the workshop and position papers of up to 2 pages showing preliminary results. We also welcome posters, demonstrations, or presentations on ground-breaking theoretical and application results in the field. Accepted papers will be published in the GECCO Companion Proceedings and will be presented orally at the workshop.
For paper submission instructions and templates, please see paper submission instructions https://gecco-2024.sigevo.org/Paper-Submission-Instructions
We follow the double-blind review process. Please make your submission is anonymous.
Important (STRICT) deadline dates
· Submission opening: February 12, 2024
· Submission deadline: April 8, 2024
· Notification to authors: May 3, 2024
· Camera-ready papers: May 10, 2024
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