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The spatial join is a popular operation in spatial database systems and its evaluation is a well-studied problem. As main memories become bigger and faster and commodity hardware supports parallel processing, there is a need to revamp…

数据库 · 计算机科学 2020-05-25 Dimitrios Tsitsigkos , Panagiotis Bouros , Nikos Mamoulis , Manolis Terrovitis

The set similarity join problem is a fundamental problem in data processing and discovery, relying on exact similarity measures between sets. In the presence of alterations, such as misspellings on string data, the fuzzy set similarity join…

数据库 · 计算机科学 2025-07-28 Michael Mandulak , S M Ferdous , Sayan Ghosh , Mahantesh Halappanavar , George Slota

Massively parallel join algorithms have received much attention in recent years, while most prior work has focused on worst-optimal algorithms. However, the worst-case optimality of these join algorithms relies on hard instances having very…

数据库 · 计算机科学 2019-04-01 Xiao Hu , Ke Yi

Vector joins - finding all vector pairs between a set of query and data vectors whose distances are below a given threshold - are fundamental to modern vector and vector-relational database systems that power multimodal retrieval and…

数据库 · 计算机科学 2026-03-18 Kyoungmin Kim , Lennart Roth , Liang Liang , Anastasia Ailamaki

We study online scheduling problems on a single processor that can be viewed as extensions of the well-studied problem of minimizing total weighted flow time. In particular, we provide a framework of analysis that is derived by duality…

数据结构与算法 · 计算机科学 2021-01-08 Spyros Angelopoulos , Giorgio Lucarelli , Nguyen Kim Thang

The Join Order Benchmark (JOB) has become the de facto standard to assess the performance of relational database query optimizers due to its complexity and completeness. In order to compute the optimal execution plan -- join order --…

数据库 · 计算机科学 2021-11-02 Asoke Datta , Yesdaulet Izenov , Brian Tsan , Florin Rusu

Linear combination is a potent data fusion method in information retrieval tasks, thanks to its ability to adjust weights for diverse scenarios. However, achieving optimal weight training has traditionally required manual relevance…

信息检索 · 计算机科学 2023-09-25 Qiuyu Xu , Yidong Huang , Shengli Wu , Adrian Moore

There is a growing interest in leveraging GPUs for tasks beyond ML, especially in database systems. Despite the existing extensive work on GPU-based database operators, several questions are still open. For instance, the performance of…

数据库 · 计算机科学 2025-02-13 Bowen Wu , Dimitrios Koutsoukos , Gustavo Alonso

Chunking strategies significantly impact the effectiveness of Retrieval-Augmented Generation (RAG) systems. Existing methods operate within fixed-granularity paradigms that rely on static boundary identification, limiting their adaptability…

计算与语言 · 计算机科学 2026-02-03 Wenxuan Zhang , Yuan-Hao Jiang , Yang Cao , Yonghe Wu

Branch and bound algorithms have been developed for reliability analysis of coherent systems. They exhibit a set of advantages; in particular, they can find a computationally efficient representation of a system failure or survival event,…

最优化与控制 · 数学 2024-10-31 Ji-Eun Byun , Hyeuk Ryu , Daniel Straub

Acyclic join queries can be evaluated instance-optimally using Yannakakis' algorithm, which avoids needlessly large intermediate results through semi-join passes. Recent work proposes to address the significant hidden constant factors…

数据库 · 计算机科学 2025-05-26 Liese Bekkers , Frank Neven , Stijn Vansummeren , Yisu Remy Wang

Spatial range joins have many applications, including geographic information systems, location-based social networking services, neuroscience, and visualization. However, joins incur not only expensive computational costs but also too large…

数据库 · 计算机科学 2025-08-22 Daichi Amagata

We study the problem of finding and monitoring fixed-size subgraphs in a continually changing large-scale graph. We present the first approach that (i) performs worst-case optimal computation and communication, (ii) maintains a total memory…

分布式、并行与集群计算 · 计算机科学 2018-02-13 Khaled Ammar , Frank McSherry , Semih Salihoglu , Manas Joglekar

Modern data analytical workloads often need to run queries over a large number of tables. An optimal query plan for such queries is crucial for being able to run these queries within acceptable time bounds. However, with queries involving…

Every processor with multiple cores sharing a cache needs to implement a cache-replacement algorithm. Previous work demonstrated that the competitive ratio of a large class of online algorithms, including Least-Recently-Used (LRU), grows…

数据结构与算法 · 计算机科学 2020-11-05 Shahin Kamali , Helen Xu

For rapid growth in technology and automation, human tasks are being taken over by robots as robots have proven to be better with both speed and precision. One of the major and widespread usages of these robots is in the industrial…

机器人学 · 计算机科学 2020-06-11 Ashutosh Kumar Tiwari , Sandeep Varma Nadimpalli

Designing an efficient concurrent data structure is an important challenge that is not easy to meet. Intuitively, efficiency of an implementation is defined, in the first place, by its ability to process applied operations in parallel,…

分布式、并行与集群计算 · 计算机科学 2021-01-15 Vitaly Aksenov , Vincent Gramoli , Petr Kuznetsov , Srivatsan Ravi , Di Shang

Aggregate computation in relational databases has long been done using the standard unary aggregation and binary join operators. These implement the classical model of computing joins between relations two at a time, materializing the…

数据库 · 计算机科学 2019-06-18 Konstantinos Xirogiannopoulos , Amol Deshpande

The growing data has brought tremendous pressure for query processing and storage, so there are many studies that focus on using GPU to accelerate join operation, which is one of the most important operations in modern database systems.…

数据库 · 计算机科学 2019-04-26 Hongzhi Wang , Ning Li , Zheng Wang , Jianing Li

Association Rule mining is one of the most important fields in data mining and knowledge discovery. This paper proposes an algorithm that combines the simple association rules derived from basic Apriori Algorithm with the multiple minimum…

数据库 · 计算机科学 2014-10-07 Walaa Medhat , Ahmed Hassan Yousef , Hoda Korashy Mohamed