A Model for Learned Bloom Filters and Related Structures

February 03, 2018 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Michael Mitzenmacher arXiv ID 1802.00884 Category cs.DS: Data Structures & Algorithms Citations 33 Venue arXiv.org Last Checked 3 months ago
Abstract
Recent work has suggested enhancing Bloom filters by using a pre-filter, based on applying machine learning to model the data set the Bloom filter is meant to represent. Here we model such learned Bloom filters, clarifying what guarantees can and cannot be associated with such a structure.
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