2025-02-09 14:52:19 +00:00
|
|
|
# Cognitive Modeling Spring 2025
|
2025-01-18 10:36:27 -05:00
|
|
|
> Team members: Itamar Oren-N, Annabelle Choi
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
## Why is cognitive modeling important for psychology and cognitive science?
|
|
|
|
|
|
|
|
|
|
1. **Understanding Cognitive Processes**
|
|
|
|
|
- Models can simulate how the brain processes information (like memory, attention, decision-making, etc)
|
|
|
|
|
- Helps refine theories of how we think, remember, and act
|
|
|
|
|
|
|
|
|
|
2. **Theory Testing**
|
|
|
|
|
- Models allow researchers to formalize and test cognitive theories
|
|
|
|
|
- Offers a way to validate or refine hypotheses about mental functions
|
|
|
|
|
|
|
|
|
|
3. **Predictive**
|
|
|
|
|
- Models can predict cognitive behaviors and outcomes, which can then be tested
|
|
|
|
|
- Example: Predicting how multitasking affects performance
|
|
|
|
|
|
|
|
|
|
4. **Exploring Cognitive Limits**
|
|
|
|
|
- Models explore cognitive limits (like memory capacity and attention span) and their implications for real-world tasks
|
|
|
|
|
- Useful in designing better tools, apps, or educational methods
|
|
|
|
|
|
|
|
|
|
5. **Individual Differences**
|
|
|
|
|
- Tailors models to individual cognitive profiles (like memory or attention variations)
|
|
|
|
|
- Helps in diagnosing cognitive disorders or understanding learning differences
|
|
|
|
|
|
|
|
|
|
6. **Guiding Interventions**
|
|
|
|
|
- Models inform therapies and cognitive rehabilitation
|
|
|
|
|
- for an example of user for alzheimers, see [this link](https://alz-journals.onlinelibrary.wiley.com/doi/10.1002/alz.13886)
|
|
|
|
|
- Offers targeted strategies for cognitive impairments or developmental issues
|
|
|
|
|
|
|
|
|
|
7. **Improving Experimental Design**
|
|
|
|
|
- Cognitive models help design experiments that directly test cognitive theories
|
|
|
|
|
- Streamlines hypothesis testing by simulating experimental conditions
|
|
|
|
|
|
2025-01-18 10:45:28 -05:00
|
|
|
8. **Advancing Interdisciplinary Research**
|
2025-01-18 10:36:27 -05:00
|
|
|
- Serves as a sort of bridge between psychology, neuroscience, and AI
|
|
|
|
|
|
