Knowledge Graphs

Also known as: Semantic Networks, Entity Graphs

A structured representation of knowledge that connects entities, their attributes, and relationships in a graph format to enable more intelligent data processing.

A structured representation of knowledge that connects entities, their attributes, and relationships in a graph format to enable more intelligent data processing.

What is Knowledge Graphs?

Knowledge Graphs are structured data representations that organize information as a network of entities and their interrelationships. They provide a way to store and connect complex information in a format that both humans and machines can understand.

At their core, knowledge graphs consist of:

  • Nodes: Representing entities (people, places, concepts, etc.)
  • Edges: Representing relationships between entities
  • Properties: Attributes that describe entities

This structure allows knowledge graphs to capture semantic relationships and context in a way that traditional databases cannot. By connecting related concepts, knowledge graphs enable more sophisticated reasoning and inference capabilities.

Knowledge graphs power many modern AI systems, including:

  • Search engines that understand the relationships between search terms
  • Recommendation systems that connect related products or content
  • Virtual assistants that can answer complex questions by traversing connected information
  • Content management systems that automatically organize and link related information

Notable examples include Google's Knowledge Graph, which enhances search results with structured information, and enterprise knowledge graphs that connect organizational data across silos.

Structured Data

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Term Details

Category
Structured Data
Type
concept
GEO Readiness
structured