Daniel Ari Friedman a61f13a26f Updates
2025-02-07 11:08:25 -08:00

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---
title: Research Index
type: index
status: stable
created: 2024-02-07
tags:
- research
- methodology
- index
semantic_relations:
- type: organizes
links:
- [[research_areas]]
- [[research_methods]]
---
# Research Index
## Active Research Areas
### Active Inference Research
- [[research/active_inference/theory|Theoretical Developments]]
- [[research/active_inference/applications|Applications]]
- [[research/active_inference/scaling|Scaling Methods]]
- [[research/active_inference/hierarchical|Hierarchical Extensions]]
### Agent Architectures
- [[research/architectures/pomdp|POMDP Frameworks]]
- [[research/architectures/continuous|Continuous-Time Agents]]
- [[research/architectures/hierarchical|Hierarchical Agents]]
- [[research/architectures/multi_agent|Multi-Agent Systems]]
### Complex Systems
- [[research/complex/emergence|Emergence Studies]]
- [[research/complex/self_organization|Self-Organization]]
- [[research/complex/collective|Collective Behavior]]
- [[research/complex/adaptation|Adaptation Mechanisms]]
## Research Methodology
### Experimental Design
- [[research/methods/hypothesis|Hypothesis Formation]]
- [[research/methods/variables|Variable Control]]
- [[research/methods/sampling|Sampling Methods]]
- [[research/methods/validation|Validation Approaches]]
### Analysis Methods
- [[research/analysis/statistical|Statistical Analysis]]
- [[research/analysis/computational|Computational Analysis]]
- [[research/analysis/qualitative|Qualitative Analysis]]
- [[research/analysis/comparative|Comparative Studies]]
### Validation Methods
- [[research/validation/empirical|Empirical Validation]]
- [[research/validation/theoretical|Theoretical Validation]]
- [[research/validation/computational|Computational Validation]]
- [[research/validation/comparative|Comparative Validation]]
## Research Tools
### Analysis Tools
```python
# Basic research analysis
def analyze_experiment(data, config):
"""Analyze experimental results."""
results = {
'statistics': compute_statistics(data),
'metrics': evaluate_metrics(data),
'visualizations': generate_plots(data)
}
return results
def validate_results(results, criteria):
"""Validate research results."""
validation = {
'statistical': validate_statistics(results),
'theoretical': validate_theory(results),
'empirical': validate_empirically(results)
}
return validation
```
### Implementation Tools
```python
# Research implementation framework
class ExperimentFramework:
def __init__(self, config):
self.config = config
self.data = []
self.results = {}
def run_experiment(self):
"""Run research experiment."""
for trial in range(self.config.trials):
data = self.execute_trial()
self.data.append(data)
self.results = analyze_results(self.data)
return self.results
```
### Documentation Tools
```python
# Research documentation
class ResearchDocument:
def __init__(self):
self.sections = {
'abstract': '',
'introduction': '',
'methods': '',
'results': '',
'discussion': '',
'conclusion': ''
}
def generate_report(self):
"""Generate research report."""
report = compile_sections(self.sections)
return format_report(report)
```
## Research Examples
### Case Studies
- [[research/examples/active_inference|Active Inference Study]]
- [[research/examples/multi_agent|Multi-Agent Study]]
- [[research/examples/emergence|Emergence Study]]
### Implementation Studies
- [[research/implementations/pomdp|POMDP Implementation]]
- [[research/implementations/hierarchical|Hierarchical Implementation]]
- [[research/implementations/continuous|Continuous-Time Implementation]]
### Validation Studies
- [[research/validation/theory|Theory Validation]]
- [[research/validation/implementation|Implementation Validation]]
- [[research/validation/comparison|Comparative Validation]]
## Research Documentation
### Documentation Standards
- [[research/standards/methodology|Methodology Standards]]
- [[research/standards/reporting|Reporting Standards]]
- [[research/standards/validation|Validation Standards]]
### Templates
- [[research/templates/experiment|Experiment Template]]
- [[research/templates/analysis|Analysis Template]]
- [[research/templates/report|Report Template]]
### Guidelines
- [[research/guidelines/design|Design Guidelines]]
- [[research/guidelines/execution|Execution Guidelines]]
- [[research/guidelines/reporting|Reporting Guidelines]]
## Related Resources
### Documentation
- [[docs/guides/research_guides|Research Guides]]
- [[docs/api/research_api|Research API]]
- [[docs/examples/research_examples|Research Examples]]
### Knowledge Base
- [[knowledge_base/research/methodology|Research Methodology]]
- [[knowledge_base/research/tools|Research Tools]]
- [[knowledge_base/research/standards|Research Standards]]
### Learning Resources
- [[learning_paths/research|Research Learning Path]]
- [[tutorials/research|Research Tutorials]]
- [[guides/research/best_practices|Research Best Practices]]