Link prediction with hyperbolic geometry
Maksim Kitsak, Ivan Voitalov, Dmitri Krioukov
Abstract
The paper finds that the accuracy of link prediction in networks using latent hyperbolic geometry depends on how accurately coordinates of nodes in this geometry are inferred, and develops a hyperbolic coordinate inference method for network embedding.
Topics & Concepts
Hyperbolic geometryEmbeddingLink (geometry)GeometryInferenceHyperbolic spaceHyperbolic triangleMathematicsComputer scienceHyperbolic coordinatesAlgorithmHyperbolic manifoldHyperbolic functionArtificial intelligenceDifferential geometryHyperbolic equilibrium pointCombinatoricsComplex Network Analysis TechniquesAdvanced Graph Neural NetworksOpinion Dynamics and Social Influence