A Space Lower Bound for Approximate Membership with Duplicate Insertions or Deletions of Nonelements

December 26, 2024 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Aryan Agarwala, Guy Even arXiv ID 2412.19249 Category cs.DS: Data Structures & Algorithms Citations 0 Venue arXiv.org Last Checked 5 months ago
Abstract
Designs of data structures for approximate membership queries with false-positive errors that support both insertions and deletions stipulate the following two conditions: (1) Duplicate insertions are prohibited, i.e., it is prohibited to insert an element $x$ if $x$ is currently a member of the dataset. (2) Deletions of nonelements are prohibited, i.e., it is prohibited to delete $x$ if $x$ is not currently a member of the dataset. Under these conditions, the space required for the approximate representation of a datasets of cardinality $n$ with a false-positive probability of $Ξ΅^{+}$ is at most $(1+o(1))n\cdot\log_2 (1/Ξ΅^{+}) + O(n)$ bits [Bender et al., 2018; Bercea and Even, 2019]. We prove that if these conditions are lifted, then the space required for the approximate representation of datasets of cardinality $n$ from a universe of cardinality $u$ is at least $\frac 12 \cdot (1-Ξ΅^{+} -\frac 1n)\cdot \log \binom{u}{n} -O(n)$ bits.
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