Discover 4 peer-reviewed studies in Experimental Design (2020–2024). Explore research findings powered by Prolific's diverse participant panel.
This page lists 4 peer-reviewed papers in the research area of Experimental Design in the Prolific Citations Library, a curated collection of research powered by high-quality human data from Prolific.
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Authors: S Valentin, S Kleinegesse, NR Bramley, P Seriès
Year: 2024
Published in: Elife, 2024 - elifesciences.org
Institution: University of Edinburgh, University of Cambridge
Research Area: Bayesian Optimal Experimental Design (BOED) in Behavioral Research
Discipline: Artificial Intelligence, Psychology
The paper presents a tutorial on using Bayesian optimal experimental design (BOED) and machine learning to design experiments that efficiently test and evaluate cognitive models, validated via simulations and a real-world case study of exploration-exploitation decision-making.
Methods: The paper employs Bayesian optimal experimental design (BOED) coupled with machine learning to identify optimal experimental configurations. Simulations and a real-world multi-armed bandit experiment are used for validation.
Key Findings: The capacity of BOED to distinguish between cognitive models, parameters explaining human behavior, and how people balance exploration and exploitation.
DOI: https://doi.org/10.7554/eLife.86224
Citations: 15
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Authors: C Huber, A Dreber, J Huber, M Johannesson
Year: 2023
Published in: Proceedings of the ..., 2023 - pnas.org
Institution: Aalto University School of Business, Stockholm School of Economics, Stockholm University, University of Innsbruck
Research Area: Moral Behavior, Competition, Behavioral Science, Meta-analysis of Experimental Designs
Discipline: Behavioral Science
Citations: 59
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Authors: N Gupta, L Rigotti, A Wilson
Year: 2021
Published in: arXiv preprint arXiv:2107.05064, 2021 - arxiv.org
Institution: University of Cambridge, University of Verona, University of Oxford, University of Pittsburgh
Research Area: Experimental Design, Research Methodology, Inferential Statistics
Discipline: Social Science Research Methods
Citations: 104
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Authors: A Bergman, A Chinco, SM Hartzmark
Year: 2020
Published in: Start-Up Guide and ..., 2020 - papers.ssrn.com
Institution: Yale School of Management, University of Miami School of Business, New York University, Columbia University
Research Area: Survey Methodology, Experimental Design, Social Science Research Methods
Discipline: Social Science Research Methods
Citations: 34