Large-Margin Classification in Hyperbolic Space.
Cho H, DeMeo B, Peng J, Berger B. Large-Margin Classification in Hyperbolic Space. Proceedings Of Machine Learning Research 2019, 89: 1832-1840. PMID: 32832915, PMCID: PMC7434093.Peer-Reviewed Original ResearchHyperbolic spaceHyperbolic geometrySupport vector machine classifierReal-world problemsVector machine classifierHyperbolic formulationGeometric interpretationEuclidean spaceEuclidean counterpartCertain classKernel SVMClassification accuracyWord embeddingsMachine classifierDecision boundariesComplex networksAccurate classificationMargin classificationSVMIndefinite kernelsTheoretical connectionsSpaceHierarchical relationshipsEnd analysisGeometry