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Uncovering the cognitive processes underlying mental rotation: an eye-movement study
Jiguo Xue1, Chunyong Li1, Cheng Quan1
1Department of Neurobiology, Beijing Institute of Radiation Medicine, State Key Laboratory of Proteomics, Cognitive and Mental Health Research Center, Beijing, 100850, China.
This study used eye movements and a discriminative hidden Markov model (dHMM) to reveal three distinct cognitive states during mental rotation tasks. The findings confirm that mental rotation is a discrete process, varying by strategy.
Area of Science:
- Cognitive Psychology
- Neuroscience
- Spatial Cognition
Background:
- Mental rotation is a key aspect of spatial ability.
- Previous research suggests mental rotation involves sequential cognitive states, but experimental evidence is lacking.
- Understanding these states is crucial for cognitive modeling.
Purpose of the Study:
- To experimentally investigate the sequential cognitive-processing states during mental rotation tasks.
- To determine if eye movements can differentiate between mental rotation strategies.
- To model the discrete stages of mental rotation.
Main Methods:
- Utilized eye-movement data from participants performing two distinct mental rotation strategies.
- Employed a discriminative hidden Markov model (dHMM) for data-driven inference of cognitive states.
- Compared dHMM performance against logistic regression and support vector machine models.
Main Results:
- Eye movements provided sufficient information to identify distinct processing strategies.
- The dHMM successfully segmented the mental rotation process into three hidden states: encoding and searching, comparison, and searching on one-side pair.
- The dHMM achieved the highest accuracy (76.8%) in predicting mental rotation strategies compared to other methods.
- Significant differences in processing states were observed between the two tested strategies.
Conclusions:
- Mental rotation is a discrete cognitive process, executed in a piecemeal fashion.
- The identified hidden states provide empirical support for sequential processing in mental rotation.
- The findings validate the use of dHMM and eye-tracking for analyzing cognitive processes.
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