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• W3120268145 abstract "This paper proposes a discrete knowledge graph (KG) embedding (DKGE) method, which projects KG entities and relations into the Hamming space based on a computationally tractable discrete optimization algorithm, to solve the formidable storage and computation cost challenges in traditional continuous graph embedding methods. The convergence of DKGE can be guaranteed theoretically. Extensive experiments demonstrate that DKGE achieves superior accuracy than classical hashing functions that map the effective continuous embeddings into discrete codes. Besides, DKGE reaches comparable accuracy with much lower computational complexity and storage compared to many continuous graph embedding methods." @default.
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• W3120268145 date "2021-01-13" @default.
• W3120268145 modified "2023-09-27" @default.
• W3120268145 title "Discrete Knowledge Graph Embedding based on Discrete Optimization." @default.
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