Graph Concepts¶

concept by Nithinan Tatah from the Noun Project

DRAFT: Work in progress¶

This material is a work in progress, at "rough draft" stage.

Class Abstractions¶

The primary abstractions used in kglab are based on a small set of Python classes. These class definitions can be subclassed and extended to handle specific use cases as needed.

Knowledge Graph¶

kglab.KnowledgeGraph

the representation of RDF graphs, including use of semantic technologies / ontology / controlled vocabularies, and also handling property graph features

namespace management
graph construction
serialization
querying
validation
inference

Subgraph¶

kglab.Subgraph

transforms to matrix/tensor
label encoding
visualization
graph algorithms
probabilistic graph inference
embedding

Measure¶

kglab.Measure

descriptive statistics
topological analysis
constructing shapes
estimates of graph size and complexity
estimated computation costs

Last update: 2021-04-17