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Errata for "SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent Items in the Bounded-Deletion Model"

Published: 05 March 2024 Publication History

Abstract

This errata article points out an implicit assumption in the work of four of us published in VLDB 2022. The SpaceSaving± algorithm in bounded deletion data stream presented in the paper implicitly assumed deletions happen after all insertions. When insertions and deletions are interleaved, that algorithm may severely underestimate item's frequency. We first illustrate this phenomenon by an example and then present a modified algorithm with minor changes to allow interleaving between insertions and deletions. We also include a pointer to a full analysis of the new algorithms.

References

[1]
Ahmed Metwally, Divyakant Agrawal, and Amr El Abbadi. 2005. Efficient computation of frequent and top-k elements in data streams. In International conference on database theory. Springer, 398--412.
[2]
Fuheng Zhao, Divyakant Agrawal, Amr El Abbadi, Claire Mathieu, Ahmed Metwally, and Michel de Rougemont. 2023. A Detailed Analysis of the SpaceSaving± Family of Algorithms with Bounded Deletions. arXiv:2309.12623 [cs.DB]
[3]
Fuheng Zhao, Divyakant Agrawal, Amr El Abbadi, and Ahmed Metwally. 2021. SpaceSaving±: An Optimal Algorithm for Frequency Estimation and Frequent items in the Bounded Deletion Model. arXiv preprint arXiv:2112.03462 (2021).

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          cover image Proceedings of the VLDB Endowment
          Proceedings of the VLDB Endowment  Volume 17, Issue 4
          December 2023
          309 pages
          ISSN:2150-8097
          Issue’s Table of Contents

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          VLDB Endowment

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          Published: 05 March 2024
          Published in PVLDB Volume 17, Issue 4

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