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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

Bloom Filters are a space-efficient data structure used for the testing of membership in a set that errs only in the False Positive direction. However, the standard analysis that measures this False Positive rate provides a form of worst…

数据结构与算法 · 计算机科学 2024-02-06 Kahlil Dozier , Loqman Salamatian , Dan Rubenstein

The Bloom filter (BF) is a space efficient randomized data structure particularly suitable to represent a set supporting approximate membership queries. BFs have been extensively used in many applications especially in networking due to…

数据结构与算法 · 计算机科学 2016-03-04 Laura Carrea , Alexei Vernitski , Martin Reed

The Bloom filter (BF) is a well-known space-efficient data structure that answers set membership queries with some probability of false positives. In an attempt to solve many of the limitations of current inter-networking architectures,…

数据结构与算法 · 计算机科学 2010-01-20 Christian Esteve Rothenberg , Carlos A. Macapuna , Fabio L. Verdi , Mauricio F. Magalhaes , Alexander Wiesmaier

Bloom Filter is an important probabilistic data structure to reduce memory consumption for membership filters. It is applied in diverse domains such as Computer Networking, Network Security and Privacy, IoT, Edge Computing, Cloud Computing,…

数据结构与算法 · 计算机科学 2021-09-09 Sabuzima Nayak , Ripon Patgiri

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

A well known drawback of IP-multicast is that it requires per-group state to be stored in the routers. Bloom-filter based source-routed multicast remedies this problem by moving the state from the routers to the packets. However, a fixed…

网络与互联网体系结构 · 计算机科学 2016-02-19 Markku Antikainen , Liang Wang , Dirk Trossen , Arjuna Sathiaseelan

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

Recent work suggests improving the performance of Bloom filter by incorporating a machine learning model as a binary classifier. However, such learned Bloom filter does not take full advantage of the predicted probability scores. We…

数据结构与算法 · 计算机科学 2019-10-22 Zhenwei Dai , Anshumali Shrivastava

Applications involving telecommunication call data records, web pages, online transactions, medical records, stock markets, climate warning systems, etc., necessitate efficient management and processing of such massively exponential amount…

信息检索 · 计算机科学 2012-12-18 Suman K. Bera , Sourav Dutta , Ankur Narang , Souvik Bhattacherjee

With the explosion of information stored world-wide,data intensive computing has become a central area of research.Efficient management and processing of this massively exponential amount of data from diverse sources,such as…

信息检索 · 计算机科学 2015-03-19 Sourav Dutta , Souvik Bhattacherjee , Ankur Narang

There is a plethora of data structures, algorithms, and frameworks dealing with major data-stream problems like estimating the frequency of items, answering set membership, association and multiplicity queries, and several other statistics…

数据结构与算法 · 计算机科学 2021-06-24 Anes Abdennebi , Kamer Kaya

Set reconciliation protocols typically make two critical assumptions: they are designed for fixed-sized elements and they are optimized for when the difference cardinality, d, is very small. When adapting to variable-sized elements, the…

数据结构与算法 · 计算机科学 2025-11-03 Pedro Silva Gomes , Carlos Baquero

We introduce the Deletable Bloom filter (DlBF) as a new spin on the popular data structure based on compactly encoding the information of where collisions happen when inserting elements. The DlBF design enables false-negative-free deletions…

数据结构与算法 · 计算机科学 2010-05-04 Christian Esteve Rothenberg , Carlos A. B. Macapuna , Fabio L. Verdi , Mauricio F. Magalhaes

Dynamic Bloom filters (DBF) were proposed by Guo et. al. in 2010 to tackle the situation where the size of the set to be stored compactly is not known in advance or can change during the course of the application. We propose a novel…

数据结构与算法 · 计算机科学 2019-01-23 Sidharth Negi , Ameya Dubey , Amitabha Bagchi , Manish Yadav , Nishant Yadav , Jeetu Raj

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

Bloom Filter is a probabilistic data structure for the membership query, and it has been intensely experimented in various fields to reduce memory consumption and enhance a system's performance. Bloom Filter is classified into two key…

数据结构与算法 · 计算机科学 2021-06-09 Sabuzima Nayak , Ripon Patgiri

In a partitioned Bloom Filter the $m$ bit vector is split into $k$ disjoint $m/k$ sized parts, one per hash function. Contrary to hardware designs, where they prevail, software implementations mostly adopt standard Bloom filters,…

数据结构与算法 · 计算机科学 2022-11-10 Paulo Sérgio Almeida

Epidemic forwarding has been proposed as a forwarding technique to achieve opportunistic communication in Delay Tolerant Networks. Even if this technique is well known and widely referred, one has to first deal with several practical…

网络与互联网体系结构 · 计算机科学 2012-08-21 Ali Marandi , Mahdi Faghi Imani , Kave Salamatian

A Bloom Filter is a probabilistic data structure designed to check, rapidly and memory-efficiently, whether an element is present in a set. It has been vastly used in various computing areas and several variants, allowing deletions, dynamic…

数据结构与算法 · 计算机科学 2023-06-13 Ana Rodrigues , Ariel Shtul , Carlos Baquero , Paulo Sérgio Almeida
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