---
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:
1. Conduct systematic literature analyses of scientific fields
1. Apply bibliometric methods to trace field evolution
1. 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](https://danielarifriedman.com/) is available for AI Research Consulting and Tutoring related to this skill.

## Related Skills

See [BIBLIOGRAPHY.md](../../pages/BIBLIOGRAPHY.md) for the complete publication catalog and related papers.