Developing algorithms to understand brain behavior and dynamics
Adaptive statistical algorithms for learning and control of neural dynamics
['FUNDING_OTHER'] · PRINCETON UNIVERSITY · NIH-10488939
This study is exploring new ways to use smart computer programs to better understand how the brain works by watching animals in real-time and adjusting the programs to improve the results, making it easier to learn about brain activity.
Quick facts
| Phase | ['FUNDING_OTHER'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | PRINCETON UNIVERSITY (nih funded) |
| Locations | 1 site (Princeton, UNITED STATES) |
| Trial ID | NIH-10488939 on ClinicalTrials.gov |
What this research studies
This research focuses on creating advanced statistical algorithms that can learn and control neural dynamics in real-time. By utilizing closed-loop machine learning tools, the project aims to enhance the understanding of how the brain processes information at both the system and organism levels. The approach involves monitoring internal states of animals and adapting algorithms to improve experimental outcomes. This innovative methodology seeks to overcome challenges in traditional data analysis by employing hierarchical modeling and meta-learning techniques.
Who could benefit from this research
Good fit: Ideal candidates for participation would include individuals with neurological disorders or those interested in the mechanisms of brain function.
Not a fit: Patients without neurological conditions or those not engaged in research related to brain dynamics may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to breakthroughs in understanding brain function and improving treatments for neurological conditions.
How similar studies have performed: Other research has shown promise in using adaptive algorithms for understanding neural dynamics, indicating potential for success in this approach.
Where this research is happening
Princeton, UNITED STATES
- PRINCETON UNIVERSITY — Princeton, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: PILLOW, JONATHAN WILLIAM — PRINCETON UNIVERSITY
- Study coordinator: PILLOW, JONATHAN WILLIAM
About this research
- This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
- Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
- For full project details, budget, and progress reports, visit the official NIH RePORTER page below.