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The Dilution Effect and Information Integration in Perceptual Decision Making.
Jared M Hotaling1, Andrew L Cohen2, Richard M Shiffrin3
1Department of Psychology, University of Basel, Basel, Switzerland.
Plos One
|September 26, 2015
Summary
Cognitive science reveals a paradox in information integration. Controlled processing of stimuli, like split faces, leads to suboptimal judgments and amplifies the dilution effect, contrary to optimal Bayesian models.
Area of Science:
- Cognitive Science
- Decision Making
- Information Integration
Background:
- Human judgment often deviates from optimal behavior when integrating multiple information sources.
- Optimal models, particularly Bayesian ones, successfully explain information integration in perception and memory.
- Processing differences between quantitative/linguistic and perceptual stimuli may explain this paradox.
Purpose of the Study:
- To test if controlled information integration (vs. automatic) leads to suboptimal performance.
- To investigate the dilution effect in a controlled face categorization task.
- To evaluate the Multi-component Information Accumulation model's ability to explain observed effects.
Main Methods:
- Participants categorized faces based on resemblance to a patriarch.
- Evidence from the top and bottom halves of test faces was independently manipulated.
- The study examined accuracy, response time, and dilution effects.
Main Results:
- Splitting faces to encourage controlled integration led to behavior farther from optimal.
- This manipulation also resulted in larger dilution effects.
- The Multi-component Information Accumulation model accurately predicted accuracy, response time, and dilution effects.
Conclusions:
- Controlled information integration, as induced by splitting faces, promotes suboptimal decision-making and amplifies the dilution effect.
- The Multi-component Information Accumulation model provides a unified account of optimal and suboptimal information integration.
- Findings highlight the role of processing type in judgment and decision-making performance.
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