TY - CHAP U1 - Konferenzveröffentlichung A1 - Hagg, Alexander A1 - Asteroth, Alexander A1 - Bäck, Thomas T1 - A Deep Dive Into Exploring the Preference Hypervolume T2 - Cardoso, Machado et al. (Eds.): Proceedings of the Eleventh International Conference on Computational Creativity (ICCC'20), Coimbra, Portugal, 7-11 September 2020 N2 - Computers can help us to trigger our intuition about how to solve a problem. But how does a computer take into account what a user wants and update these triggers? User preferences are hard to model as they are by nature vague, depend on the user’s background and are not always deterministic, changing depending on the context and process under which they were established. We pose that the process of preference discovery should be the object of interest in computer aided design or ideation. The process should be transparent, informative, interactive and intuitive. We formulate Hyper-Pref, a cyclic co-creative process between human and computer, which triggers the user’s intuition about what is possible and is updated according to what the user wants based on their decisions. We combine quality diversity algorithms, a divergent optimization method that can produce many, diverse solutions, with variational autoencoders to both model that diversity as well as the user’s preferences, discovering the preference hypervolume within large search spaces. U6 - https://nbn-resolving.org/urn:nbn:de:hbz:1044-opus-64423 UN - https://nbn-resolving.org/urn:nbn:de:hbz:1044-opus-64423 UR - https://computationalcreativity.net/iccc20/proceedings/ SN - 978-989-54-1602-8 SB - 978-989-54-1602-8 SP - 394 EP - 397 PB - Association for Computational Creativity ER -