Graph Databases

  1. Graph Data Models and Standards
    1. Labeled Property Graph Model
      1. Core Components
        1. Node Structure and Properties
          1. Node Labels and Classification
            1. Relationship Types and Properties
              1. Property Data Types
                1. Schema-Optional Design
                2. Modeling Techniques
                  1. Entity Relationship Mapping
                    1. Hierarchical Data Representation
                      1. Network Structure Modeling
                        1. Temporal Data Handling
                        2. Implementation Platforms
                          1. Neo4j Architecture
                            1. Amazon Neptune LPG Support
                              1. TigerGraph Implementation
                                1. ArangoDB Graph Features
                                2. Best Practices
                                  1. Label Design Strategies
                                    1. Property Naming Conventions
                                      1. Relationship Type Selection
                                        1. Performance Optimization
                                      2. Resource Description Framework
                                        1. RDF Triple Model
                                          1. Subject-Predicate-Object Structure
                                            1. URI and IRI Usage
                                              1. Literal Values and Data Types
                                                1. Blank Nodes
                                                  1. Named Graphs
                                                  2. RDF Serialization Formats
                                                    1. Turtle Syntax
                                                      1. RDF/XML Format
                                                        1. JSON-LD Structure
                                                          1. N-Triples Format
                                                            1. N-Quads Format
                                                            2. RDF Schema and Vocabularies
                                                              1. Class Definitions
                                                                1. Property Definitions
                                                                  1. Domain and Range Specifications
                                                                    1. Inheritance Hierarchies
                                                                    2. Web Ontology Language
                                                                      1. OWL Classes and Properties
                                                                        1. Logical Axioms
                                                                          1. Reasoning Capabilities
                                                                            1. Ontology Design Patterns
                                                                            2. Semantic Web Integration
                                                                              1. Linked Data Principles
                                                                                1. SPARQL Endpoints
                                                                                  1. Data Publishing Standards
                                                                                    1. Vocabulary Reuse
                                                                                    2. RDF Database Implementations
                                                                                      1. Apache Jena TDB
                                                                                        1. Virtuoso Universal Server
                                                                                          1. Stardog Platform
                                                                                            1. GraphDB by Ontotext
                                                                                          2. Hypergraph Models
                                                                                            1. Hypergraph Theory Basics
                                                                                              1. Hyperedge Definition
                                                                                                1. Incidence Relationships
                                                                                                  1. Hypergraph vs Simple Graph
                                                                                                  2. Modeling Complex Relationships
                                                                                                    1. Many-to-Many Relationships
                                                                                                      1. Group Interactions
                                                                                                        1. Multi-Way Connections
                                                                                                        2. Implementation Challenges
                                                                                                          1. Storage Complexity
                                                                                                            1. Query Processing
                                                                                                              1. Visualization Difficulties
                                                                                                              2. Use Case Applications
                                                                                                                1. Collaborative Networks
                                                                                                                  1. Multi-Party Transactions
                                                                                                                    1. Complex Event Processing
                                                                                                                  2. Model Comparison and Selection
                                                                                                                    1. Expressiveness Analysis
                                                                                                                      1. Data Modeling Flexibility
                                                                                                                        1. Relationship Complexity Support
                                                                                                                          1. Schema Evolution Capabilities
                                                                                                                          2. Query Language Alignment
                                                                                                                            1. Cypher for Property Graphs
                                                                                                                              1. SPARQL for RDF
                                                                                                                                1. Gremlin Cross-Platform Support
                                                                                                                                2. Performance Characteristics
                                                                                                                                  1. Storage Efficiency
                                                                                                                                    1. Query Performance
                                                                                                                                      1. Scalability Patterns
                                                                                                                                      2. Ecosystem Considerations
                                                                                                                                        1. Tool Availability
                                                                                                                                          1. Community Support
                                                                                                                                            1. Standards Compliance

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                                                                                                                                        1. Introduction to Graph Databases

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                                                                                                                                        3. Graph Query Languages and Processing