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Published on: August 4, 2018
Intact reinforcement learning in healthy ageing
Wei-Hsiang Lin1, Karin S Pilz2, Michael H Herzog3
1Laboratory of Psychophysics, Brain Mind Institute, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland. weishung1@gmail.com.
Ageing does not universally impair cognitive performance. Older adults showed initial inefficiency in complex navigation tasks but performed comparably to younger adults with sufficient practice.
Area of Science:
- Cognitive neuroscience
- Neuroscience of aging
- Behavioral neuroscience
Background:
- Reinforcement learning (RL) performance in older adults is inconsistent across studies.
- Previous research suggests task complexity may explain age-related differences in RL.
- Older adults may exhibit preserved cognitive functions in more complex scenarios.
Purpose of the Study:
- To investigate the impact of age on reinforcement learning in a complex navigation task.
- To determine if increased task complexity influences age-related performance differences in RL.
- To examine whether higher-level cognitive functions remain intact in older adults.
Main Methods:
- Employed a complex navigation task, distinct from simpler RL paradigms.
- Compared the performance of older adults to younger adults.
- Analyzed performance efficiency over a sufficient number of trials.
Main Results:
- Older adults initially demonstrated less efficient performance in the navigation task.
- With adequate trial experience, older adults' performance became comparable to that of younger adults.
- The findings suggest that age does not universally impair cognitive abilities.
Conclusions:
- Ageing does not necessarily lead to a decline in reinforcement learning capabilities, especially in complex tasks.
- Higher-level cognitive functions, such as those involved in navigation and learning, appear largely preserved in older age.
- Task complexity and learning opportunities are critical factors in understanding age-related cognitive performance.
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