Efficient data structures for fast and low-cost first-order logic rule mining

Ruoyu Wang

doi:10.1016/j.is.2026.102690

Efficient data structures for fast and low-cost first-order logic rule mining

2026-01-21

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DOI：10.1016/j.is.2026.102690

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• We optimize logic rule mining from the perspective of data efficiency. • Inducing first-order logic rules from large-scale KBs is practical with normal PC hardwares. • Cache fragments implicitly represent Cartesian product of variable substitutions. • Integer tables build compact and efficient index for rule mining cache. • Cache components are pooled to avoid duplications.

Efficient data structures for fast and low-cost first-order logic rule mining

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