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Bloom filters, cuckoo filters, and other approximate set membership sketches have a wide range of applications. Oftentimes, expensive operations can be skipped if an item is not in a data set. These filters provide an inexpensive, memory…

数据结构与算法 · 计算机科学 2020-05-07 Daniel Ting , Rick Cole

Popular approximate membership query structures such as Bloom filters and cuckoo filters are widely used in databases, security, and networking. These structures represent sets approximately, and support at least two operations - insert and…

数据结构与算法 · 计算机科学 2022-01-17 Jim Apple

Filters (such as Bloom Filters) are data structures that speed up network routing and measurement operations by storing a compressed representation of a set. Filters are space efficient, but can make bounded one-sided errors: with tunable…

数据结构与算法 · 计算机科学 2021-05-25 Tsvi Kopelowitz , Samuel McCauley , Ely Porat

Probabilistic filters are approximate set membership data structures that represent a set of keys in small space, and answer set membership queries without false negative answers, but with a certain allowed false positive probability. Such…

数据库 · 计算机科学 2025-08-14 Johanna Elena Schmitz , Jens Zentgraf , Sven Rahmann

The cuckoo filter data structure of Fan, Andersen, Kaminsky, and Mitzenmacher (CoNEXT 2014) performs the same approximate set operations as a Bloom filter in less memory, with better locality of reference, and adds the ability to delete…

数据结构与算法 · 计算机科学 2016-04-21 David Eppstein

Membership (membership query / membership testing) is a fundamental problem across databases, networks and security. However, previous research has primarily focused on either approximate solutions, such as Bloom Filters, or exact methods,…

数据库 · 计算机科学 2023-08-29 Haoyu Li , Liuhui Wang , Qizhi Chen , Jianan Ji , Yuhan Wu , Yikai Zhao , Tong Yang , Aditya Akella

Cuckoo hashing guarantees constant-time lookups regardless of table density, making it a viable candidate for high-density tables. Cuckoo hashing insertions perform poorly at high table densities, however. In this paper, we mitigate this…

数据结构与算法 · 计算机科学 2016-05-18 William Kuszmaul

Cuckoo filters are space-efficient approximate set membership data structures with a controllable false positive rate (FPR) and zero false negatives, similar to Bloom filters. In contrast to Bloom filters, Cuckoo filters store multi-bit…

数据结构与算法 · 计算机科学 2025-09-10 Johanna Elena Schmitz , Jens Zentgraf , Sven Rahmann

Hash tables are an essential data-structure for numerous networking applications (e.g., connection tracking, firewalls, network address translators). Among these, cuckoo hash tables provide excellent performance by allowing lookups to be…

网络与互联网体系结构 · 计算机科学 2017-12-29 Nicolas Le Scouarnec

Bloom filters are space-efficient probabilistic data structures that are used to test whether an element is a member of a set, and may return false positives. Recently, variations referred to as learned Bloom filters were developed that can…

数据结构与算法 · 计算机科学 2020-10-06 Kapil Vaidya , Eric Knorr , Tim Kraska , Michael Mitzenmacher

Context: Software has become an innovative solution nowadays for many applications and methods in science and engineering. Ensuring the quality and correctness of software is challenging because each program has different configurations and…

软件工程 · 计算机科学 2019-04-10 Bestoun S. Ahmed , Taib Sh. Abdulsamad , Moayad Y. Potrus

Many applications of approximate membership query data structures, or filters, require only an incremental filter that supports insertions but not deletions. However, the design space of incremental filters is missing a "sweet spot" filter…

数据结构与算法 · 计算机科学 2022-10-26 Tomer Even , Guy Even , Adam Morrison

In the last decade, significant efforts have been made to reduce the false positive rate of approximate membership checking structures. This has led to the development of new structures such as cuckoo filters and xor filters. Adaptive…

数据结构与算法 · 计算机科学 2021-11-15 Pedro Reviriego , Alfonso Sánchez-Macián , Stefan Walzer , Peter C. Dillinger

Bloom and cuckoo filters provide fast approximate set membership while using little memory. Engineers use them to avoid expensive disk and network accesses. The recently introduced xor filters can be faster and smaller than Bloom and cuckoo…

数据结构与算法 · 计算机科学 2022-03-15 Thomas Mueller Graf , Daniel Lemire

Bloom Filter is a probabilistic membership data structure and it is excessively used data structure for membership query. Bloom Filter becomes the predominant data structure in approximate membership filtering. Bloom Filter extremely…

数据结构与算法 · 计算机科学 2019-04-01 Ripon Patgiri , Sabuzima Nayak , Samir Kumar Borgohain

Bloom filters are widely used data structures that compactly represent sets of elements. Querying a Bloom filter reveals if an element is not included in the underlying set or is included with a certain error rate. This membership testing…

数据库 · 计算机科学 2022-08-08 Angjela Davitkova , Damjan Gjurovski , Sebastian Michel

Cuckoo hashing is a powerful primitive that enables storing items using small space with efficient querying. At a high level, cuckoo hashing maps $n$ items into $b$ entries storing at most $\ell$ items such that each item is placed into one…

密码学与安全 · 计算机科学 2023-06-21 Kevin Yeo

The Distributed Bloom Filter is a space-efficient, probabilistic data structure designed to perform more efficient set reconciliations in distributed systems. It guarantees eventual consistency of states between nodes in a system, while…

数据结构与算法 · 计算机科学 2020-02-20 Lum Ramabaja , Arber Avdullahu

With the growing scale of big data, probabilistic structures receive increasing popularity for efficient approximate storage and query processing. For example, Bloom filters (BF) can achieve satisfactory performance for approximate…

数据结构与算法 · 计算机科学 2019-12-17 Yue Fu , Rong Du , Haibo Hu , Man Ho Au , Dagang Li

The Bloom filter provides fast approximate set membership while using little memory. Engineers often use these filters to avoid slow operations such as disk or network accesses. As an alternative, a cuckoo filter may need less space than a…

数据结构与算法 · 计算机科学 2020-10-12 Thomas Mueller Graf , Daniel Lemire
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