AI Glossary
The complete dictionary of Artificial Intelligence
LINE
Embedding method that explicitly preserves first-order and second-order proximities between nodes for large-scale networks.
TransE
Embedding model for knowledge graphs representing relations as vector translations between entities in the embedding space.
Random Walk
Stochastic process of random traversal of the graph used to generate contextual sequences capturing local structural relationships.
Heterogeneous Graph Embedding
Specialized techniques for representing graphs containing multiple types of nodes and edges while preserving complex semantic relationships.
Proximity Measures
Metrics quantifying similarity or relationship between nodes in a graph, serving as objective for embedding algorithms.
Network Embedding
Generic term referring to the set of methods for transforming complex networks into vector representations for analysis and machine learning.