Knowledge representation and reasoning
Field of AI dedicated to representing information about the world in a form that a computer system can use to solve complex tasks, such as diagnosing a medical condition or having a natural-language dialog. Knowledge representation incorporates findings from psychology about how humans solve problems and represent knowledge, in order to design formalisms that make complex systems easier to design and build. Knowledge representation and reasoning also incorporates findings from logic to automate various kinds of reasoning.
See:
Resources
- Knowledge representation and reasoning - Wikipedia
- What is KRR (Knowledge Representation and Reasoning)?
- Knowledge Representation and Reasoning (KRR) | by Tamanna | Medium
Knowledge graphs
See GNNs
- Knowledge graph - Wikipedia
- A knowledge graph is a knowledge base that uses a graph-structured data model or topology to represent and operate on data
- A knowledge graph is a structured representation of information that models real-world entities and the relationships between them. By organizing data into nodes (entities) and edges (relationships), knowledge graphs enable systems to understand and process complex information more effectively
- What is a Knowledge Graph? - YouTube
- What Is a Knowledge Graph? | Ontotext Fundamentals
- What Is a Knowledge Graph? | IBM
- What IS a Knowledge Graph?. Looking for that simple, accessible… | by Stephen Young | Medium
- Knowledge graphs | The Alan Turing Institute
- An Introduction to Knowledge Graphs | SAIL Blog
- Blending Large Language Models and Knowledge Graphs - An Introduction
- Biomedical knowledge graphs
- https://github.com/robert-haas/awesome-biomedical-knowledge-graphs
Talks
- #TALK LLM for Biomedical Knowledge Graph Construction: Information Extraction from EMR Notes - YouTube
- #TALK Marinka Zitnik - Graph Neural Networks for Biomedical Data - YouTube
Code
References
- #PAPER Comprehensive Review on Semantic Information Retrieval and Ontology Engineering (2023)
- #PAPER Knowledge Graphs: Opportunities and Challenges (2023)
- #PAPER #REVIEW A Comprehensive Survey on Automatic Knowledge Graph Construction (2023)
- #PAPER #REVIEW Comprehensible Artificial Intelligence on Knowledge Graphs: A survey (2024)
- #PAPER Combining Knowledge Graphs and Large Language Models (2024)
Applications to medicine and healthcare
- #PAPER An Introduction to Knowledge Representation and Reasoning in Healthcare (2015)
- #PAPER Graph AI in Medicine (2023)
- #PAPER From Data to Wisdom: Biomedical Knowledge Graphs for Real-World Data Insights (2023)
- #PAPER Building a knowledge graph to enable precision medicine (2023)
- #PAPER #REVIEW A Review on Knowledge Graphs for Healthcare: Resources, Applications, and Promises (2024)
- #PAPER Survey on Knowledge Representation Models in Healthcare (2024)