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  Using Gibbs Sampling with people to characterize perceptual and aesthetic evaluations in multidimensional visual stimulus space

Van Geert, E., & Jacoby, N. (2024). Using Gibbs Sampling with people to characterize perceptual and aesthetic evaluations in multidimensional visual stimulus space. In L. K. Samuelson, S. L. Frank, M. Toneva, A. Mackey, & E. Hazeltine (Eds.), Proceedings of the Annual Meeting of the Cognitive Science Society (pp. 1204-1211).

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24-cap-jac-05-using.pdf (Publisher version), 9MB
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Copyright Date:
2024
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©2024 The Author(s). This work is licensed under a Creative Commons Attribution 4.0 International License (CC BY).

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 Creators:
Van Geert, Eline1, 2, Author
Jacoby, Nori2, Author                 
Affiliations:
1Laboratory of Experimental Psychology, Department of Brain and Cognition,Faculty of Psychology and Educational Sciences, KU Leuven, Leuven, Belgium, ou_persistent22              
2Department of Computer Science, Princeton University, New Jersey, USA, ou_persistent22              

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Free keywords: empirical aesthetics; order; complexity; multidi-mensionality; aesthetic appreciation; OCTA toolbox; GibbsSampling with People; transmission chain experiments
 Abstract: Aesthetic appreciation is inherently multidimensional: many different stimulus dimensions (e.g., colors, shapes, sizes) contribute to our aesthetic experience. However, most studies in empirical aesthetics used either non-parametrically controlled multidimensional or parametrically controlled unidimensional stimuli, preventing insight into the relative contribution of each stimulus dimension or any potential interactions between them to perceptual and aesthetic evaluations. To adress this gap we combined two recent developments: the Order & Complexity Toolbox for Aesthetics (Van Geert, Bossens, & Wagemans, 2023) for generating multidimensional parametrically controlled stimuli, and Gibbs Sampling with People (Harrison et al., 2020) for efficiently characterizing subjective evaluations in multidimensional stimulus space. We show the advantages of this new approach by estimating multidimensional probability distributions for both aesthetic (pleasure and interest) and perceptual evaluations (order and complexity) in two visual multidimensional parametric stimulus spaces, and we compare our results with findings from earlier studies that used either non-parametric or unidimensional stimuli.

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Language(s): eng - English
 Dates: 2024
 Publication Status: Published online
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: Peer
 Identifiers: URN: https://escholarship.org/uc/item/1pc8k7ch
 Degree: -

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Title: The 44th Annual Meeting of the Cognitive Science Society
Place of Event: Sydney, Australia
Start-/End Date: 2023-07-26 - 2023-07-29

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Title: Proceedings of the Annual Meeting of the Cognitive Science Society
Source Genre: Proceedings
 Creator(s):
Samuelson, L. K., Editor
Frank, S. L., Editor
Toneva, M., Editor
Mackey, A., Editor
Hazeltine , E., Editor
Affiliations:
-
Publ. Info: -
Pages: - Volume / Issue: 46 Sequence Number: - Start / End Page: 1204 - 1211 Identifier: ISSN: 1069-7977