The Free Energy Principle & Active Inference: a Systematic Literature Analysis

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Citation KeyFriedman2022FreeEnergyPrincipleActive073

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Overview

Extracted from the local paper documentation when available.

This paper conducts a systematic literature analysis of publications related to the Free Energy Principle and Active Inference, particularly focusing on works by Karl J. Friston. The analysis includes manual and automated annotations of structural, visual, and mathematical features across a large dataset of citations and papers, aiming to enhance the understanding and accessibility of this evolving scientific discourse.

systematic literature analysisFree Energy PrincipleActive InferenceKarl Fristonhistory of sciencebibliometricsontology

Use Notes

Concise findings and methods pulled from README/SKILL documentation.

Findings / Concepts

Provides a comprehensive literature analysis of the Free Energy Principle and Active Inference.
Introduces a systematic approach to annotate and analyze scientific publications.
Aims to facilitate integration of manual and automated contributions in research.
Addresses the historical and philosophical context of the Free Energy Principle and Active Inference.

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.

Citation

Plain-text citation for quick reuse.

Friedman, Daniel Ari. 2022. The Free Energy Principle & Active Inference: a Systematic Literature Analysis. Zenodo.

Primary source Documentation BibTeX