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Updated: Jul 17, 2025

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A Psychophysics Paradigm for the Collection and Analysis of Similarity Judgments
Published on: March 1, 2022
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Locating what comes to mind in empirically derived representational spaces.
Tracey Mills1, Jonathan Phillips2
1Massachusetts Institute of Technology, United States of America.
Cognition
|August 30, 2023
Summary
People recall options based on their features within a representational space. This process, guided by feature relevance, influences decision-making by prioritizing likely useful choices.
Area of Science:
- Cognitive Psychology
- Decision Science
Background:
- Real-world decisions involve open-ended options, making exhaustive consideration impossible.
- People tend to consider options with specific features, like high historical value.
Purpose of the Study:
- Investigate if option generation reflects a general mechanism for recalling information.
- Evaluate how feature spaces and relevance guide what comes to mind during decision-making.
Main Methods:
- Developed an empirical approach to derive feature spaces for categories.
- Mapped category members' likelihood of recall to their location within these feature spaces.
- Introduced a novel measure for general feature relevance.
Main Results:
- Category members' positions in feature spaces predict their recall likelihood.
- Recalled items originate from default locations, showing limited conscious control.
- Feature relevance correlates with a dimension's predictive power for recall.
Conclusions:
- Option generation is driven by recall based on representational space location.
- This mechanism prioritizes considering options with features predicted to be useful.
- Understanding this guides decision-making strategies in complex choice scenarios.
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