Avoiding Sparseness in a Flash Ontology

Key Points

• Enhancing data representation improves the effectiveness of knowledge graphs, enabling better semantic relations.
• Key findings reveal that reduced sparsity increases information retrieval efficiency by approximately 30%.
• Observational analysis across datasets indicates the importance of semantic relations in ontology development.
• Highlights the need for improved strategies in ontology design, as current methods may limit data utility.