By name: "SystematicLiteratureAnalysis" description: "Expertise in systematic literature analysis and annotation methodologies, particularly in the context of the Free Energy Principle and Active Inference." tags: ["active inference", "systematic-literature-analysis", "free-energy-principle", "active-inference", "karl-friston", "history-of-science"]
The Free Energy Principle & Active Inference: a Systematic Literature Analysis
Virginia Bleu Knight, R.J. Cordes, Daniel A. Friedman (2022) · Active Inference
Instructions
Use this skill when working with topics related to systematic literature analysis, Free Energy Principle, Active Inference, Karl Friston.
When applying this skill:
- Conduct systematic literature analyses of scientific fields
- Apply bibliometric methods to trace field evolution
- Map thematic and disciplinary expansion of research programs
Key Concepts
- systematic literature analysis
- Free Energy Principle
- Active Inference
- Karl Friston
- history of science
- bibliometrics
- ontology
Methods & Techniques
- Utilized Publish or Perish software for citation discovery and dataset compilation.
- Employed BioPython API to query open source publications from the NCBI Pubmed Database.
- Conducted manual annotation of papers based on structural, visual, and mathematical features.
- Developed an analysis pipeline for examining publication dynamics and language use.
Key Findings
- Identified patterns in publication dynamics related to the Free Energy Principle and Active Inference.
- Demonstrated the rapid evolution of discourse in the FEP/ActInf fields over the past two decades.
- Highlighted the need for improved educational and research materials to address 'research debt'.
- Showed the potential for richer interfaces to enhance learning and research engagement.
Prerequisites
- Probability theory and Bayesian inference basics
- Free Energy Principle and generative models
🎯 Consulting & Tutoring
Daniel Ari Friedman, PhD is available for AI Research Consulting and Tutoring related to this skill.
Related Skills
See BIBLIOGRAPHY.md for the complete publication catalog and related papers.