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OPPO Kernel Craftsman
OPPO Kernel Craftsman
Mar 19, 2021 · Databases

Learned Index Structures: Applying Machine Learning to Database Indexing

Learned Index Structures replace conventional B‑Tree and Bloom filter indexes with hierarchical machine‑learning models that predict key positions directly, reducing search overhead, but require careful model selection, training, and handling of updates, making them a promising yet still experimental alternative to traditional database indexing techniques.

Learned IndexStaged Modeldatabase
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Learned Index Structures: Applying Machine Learning to Database Indexing