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Everything about Knowledge graph
Type of knowledge base
In knowledge representation and reasoning, a knowledge graph is a knowledge base that uses a graph-structured data model or topology to represent and operate on data. Knowledge graphs are often used to store interlinked descriptions of entities – objects, events, situations or abstract concepts – while also encoding the free-form semantics or relationships underlying these entities. Wikipedia →
🧭 Start here: a 6-step reading path
- Read the overview: Knowledge graphA 5-minute orientation
- Skim a recent paper: A Survey on Knowledge Graphs: Representation, Acquisition, and ApplicationsInfluential work since 2022
- Pick up a classic book: Conceptual structures in practiceThe most-reprinted book on the subject
- Read the landmark paper: Geographic Localization of Knowledge Spillovers as Evidenced by Patent CitationsCited 5,569 times
- Go sideways: Computer Science OntologyA closely related topic
- Go sideways: DBpediaA closely related topic
📖 Definitions
Noun A knowledge base with an interlinked graph structure.
🗂️ The subject at a glance
🏆 Landmark papers (most cited)
Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations
A review: Knowledge reasoning over knowledge graph
Building a PubMed knowledge graph
Few-Shot Knowledge Graph Completion
Knowledge graph and knowledge reasoning: A systematic review
Knowledge graph embedding with concepts
Geometry Interaction Knowledge Graph Embeddings
Knowledge Graph Embedding via Graph Attenuated Attention Networks
🆕 Influential since 2022
📚 Books worth reading
- 📕Conceptual structures in practicePascal Hitzler · 2008
Atlas of KnowledgeKaty Börner · 2015
Introduction to Computational Social ScienceClaudio Cioffi-Revilla · 2013
Conceptual graphs for knowledge representationInternational Conference on Cenceptual Structures (1st 1993 Québec, Québec), Guy W. Mineau · 1993
Reasoning and Unification over Conceptual GraphsDan Corbett · 2003
Conceptual structures, current practicesInternational Conference on Conceptual Structures (2nd 1994 College Park, Md.) · 1994
The Logic System of Concept Graphs with NegationFrithjof Dau · 2003
SEO de EntidadeDaniel Sócrates · 2026
Ranked by number of editions on Open Library, a rough measure of how lasting a book is.
🔗 Related topics
- Computer Science Ontology The Computer Science Ontology (CSO) is an automatically generated taxonomy of research topics in the field of Computer Science. It was produced by the…
- DBpedia DBpedia (from "DB" for "database") is a project aiming to extract structured content from the information created in the Wikipedia project. This structured…
- Freebase (dataset) Freebase was a large collaborative knowledge base consisting of data composed mainly by its community members. It was an online collection of structured…
- Knowledge extraction Knowledge extraction is the creation of knowledge from structured (relational databases, XML) and unstructured (text, documents, images) sources. The resulting…
- Entity linking In natural language processing, entity linking, also referred to as named-entity disambiguation (NED), named-entity recognition and disambiguation (NERD)…
- Relationship extraction A relationship extraction task requires the detection and classification of semantic relationship mentions within a set of artifacts, typically from text…
- Semantic Web The Semantic Web, sometimes known as Web 3.0, is an extension of the World Wide Web through standards set by the World Wide Web Consortium (W3C). The goal…
- Semantic wiki A semantic wiki is a wiki that has an underlying model of the knowledge described in its pages. Regular, or syntactic, wikis have structured text and untyped…