Abstract
This paper proves the first super-logarithmic lower bounds on the cell probe complexity of dynamic boolean (a.k.a. decision) data structure problems, a long-standing milestone in data structure lower bounds. We introduce a new approach and use it to prove a Ω (lg1.5 n) lower bound on the operational time of a wide range of boolean data structure problems, most notably, on the query time of dynamic range counting over F2 (Pǎtraşcu, 2007). Proving an (lg n) lower bound for this problem was explicitly posed as one of five important open problems in the late Mihai Pǎtraşcu’s obituary (Thorup, 2013). This result also implies the first (lg n) lower bound for the classical 2D range counting problem, one of the most fundamental data structure problems in computational geometry and spatial databases. We derive similar lower bounds for boolean versions of dynamic polynomial evaluation and 2D rectangle stabbing, and for the (non-boolean) problems of range selection and range median. Our technical centerpiece is a new way of “weakly" simulating dynamic data structures using efficient one-way communication protocols with small advantage over random guessing. This simulation involves a surprising excursion to low-degree (Chebyshev) polynomials which May be of independent interest, and offers an entirely new algorithmic angle on the “cell sampling" method of Panigrahy et al. (2010).
Original language | English |
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Title of host publication | STOC 2018 - Proceedings of the 50th Annual ACM SIGACT Symposium on Theory of Computing |
Editors | Monika Henzinger, David Kempe, Ilias Diakonikolas |
Publisher | Association for Computing Machinery |
Pages | 485-492 |
Number of pages | 8 |
ISBN (Electronic) | 9781450355599 |
DOIs | |
State | Published - 20 Jun 2018 |
Externally published | Yes |
Event | 50th Annual ACM Symposium on Theory of Computing, STOC 2018 - Los Angeles, United States Duration: 25 Jun 2018 → 29 Jun 2018 |
Publication series
Name | Proceedings of the Annual ACM Symposium on Theory of Computing |
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ISSN (Print) | 0737-8017 |
Conference
Conference | 50th Annual ACM Symposium on Theory of Computing, STOC 2018 |
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Country/Territory | United States |
City | Los Angeles |
Period | 25/06/18 → 29/06/18 |
Bibliographical note
Publisher Copyright:© 2018 Association for Computing Machinery.
Keywords
- Cell probe complexity
- Data structures
- Dynamic problems
- Lower bounds
- Range searching