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Powerful abstractions such as dataframes are only as efficient as their underlying runtime system. The de-facto distributed data processing framework, Apache Spark, is poorly suited for the modern cloud-based data-science workloads due to…

分布式、并行与集群计算 · 计算机科学 2022-02-09 Alexandru Uta , Bogdan Ghit , Ankur Dave , Jan Rellermeyer , Peter Boncz

Hadoop and Spark are widely used distributed processing frameworks for large-scale data processing in an efficient and fault-tolerant manner on private or public clouds. These big-data processing systems are extensively used by many…

数据库 · 计算机科学 2017-07-07 Shlomi Dolev , Patricia Florissi , Ehud Gudes , Shantanu Sharma , Ido Singer

Tag-based browsing is a popular interaction model for navigating digital libraries. According to this model, users select descriptive tags to filter resources in the collections. Typical implementations of the model are based on inverted…

计算与语言 · 计算机科学 2025-01-28 Joaquín Gayoso-Cabada , Mercedes Gómez-Albarrán , José-Luis Sierra

We study the problem of coded caching with nonuniform file popularity under the setting where the popularity distribution is initially unknown. By reframing the problem, we propose a method inspired by an algorithm from the…

密码学与安全 · 计算机科学 2026-03-10 Mohammadsaber Bahadori , Seyed Pooya Shariatpanahi , Behnam Bahrak

Over the years, many different indexing techniques and search algorithms have been proposed, including CSS-trees, CSB+ trees, k-ary binary search, and fast architecture sensitive tree search. There have also been papers on how best to set…

数据库 · 计算机科学 2017-06-22 Florian Gross

This paper presents a scalable web-based platform called Node Scala which allows to split and handle requests on a parallel distributed system according to pre-defined use cases. We applied this platform to a client application that…

分布式、并行与集群计算 · 计算机科学 2015-09-16 Ahmad Maatouki , Marek Szuba , Jörg Meyer , Achim Streit

Combinatorial optimizations are usually complex and inefficient, which limits their applications in large-scale networks with billions of links. We introduce a distributed computational method for solving a node-covering problem at the…

社会与信息网络 · 计算机科学 2022-11-17 Qiang Liu

Embedding-based vector search underpins many important applications, such as recommendation and retrieval-augmented generation (RAG). It relies on vector indices to enable efficient search. However, these indices require storing…

Distributed Ledger Technologies (DLT) and Decentralized File Storages (DFS) are becoming increasingly used to create common, decentralized and trustless infrastructures where participants interact and collaborate in Peer-to-Peer…

分布式、并行与集群计算 · 计算机科学 2021-09-13 Mirko Zichichi , Luca Serena , Stefano Ferretti , Gabriele D'Angelo

Modern embedding models capture both semantic and syntactic structures of queries, often mapping different queries to similar regions in vector space. This results in non-uniform cluster access patterns in disk-based vector search systems,…

分布式、并行与集群计算 · 计算机科学 2025-05-05 Yeonwoo Jeong , Kyuli Park , Hyunji Cho , Sungyong Park

Based on a brief history of the storage systems for Web applications, we motivate the need for a new storage system. We then describe the architecture of such a system, called Yesquel. Yesquel supports the SQL query language and offers…

分布式、并行与集群计算 · 计算机科学 2014-11-11 Marcos K. Aguilera , Joshua B. Leners , Ramakrishna Kotla , Michael Walfish

The Database field is undergoing significant changes. Although relational systems are still predominant, the interest in NoSQL systems is continuously increasing. In this scenario, polyglot persistence is envisioned as the database…

数据库 · 计算机科学 2025-10-24 Carlos J. Fernández Candel , Diego Sevilla Ruiz , Jesús J. García-Molina

The paper presents our design of a next generation information retrieval system based on tag co-occurrences and subsequent clustering. We help users getting access to digital data through information visualization in the form of tag…

信息检索 · 计算机科学 2010-03-05 Kathrin Knautz , Simone Soubusta , Wolfgang G. Stock

Multidimensional data are becoming more prevalent, partly due to the rise of the Internet of Things (IoT), and with that the need to ingest and analyze data streams at rates higher than before. Some industrial IoT applications require…

数据库 · 计算机科学 2017-07-05 Juan A. Colmenares , Reza Dorrigiv , Daniel G. Waddington

NoSQL document stores are becoming increasingly popular as backends in web development. Not only do they scale out to large volumes of data, many systems are even custom-tailored for this domain: NoSQL document stores like Google Cloud…

数据库 · 计算机科学 2021-11-02 Stefanie Scherzinger , Andreas Thor

Nowadays, the size of the Internet is experiencing rapid growth. As of December 2014, the number of global Internet websites has more than 1 billion and all kinds of information resources are integrated together on the Internet, however,the…

分布式、并行与集群计算 · 计算机科学 2015-06-02 Qingpei Guo , Chao Xu , Yang Song

Named Entity Recognition and Disambiguation (NERD) systems have recently been widely researched to deal with the significant growth of the Web. NERD systems are crucial for several Natural Language Processing (NLP) tasks such as…

计算与语言 · 计算机科学 2017-10-26 Sandro A. Coelho , Diego Moussallem , Gustavo C. Publio , Diego Esteves

Extracting top-k keywords and documents using weighting schemes are popular techniques employed in text mining and machine learning for different analysis and retrieval tasks. The weights are usually computed in the data preprocessing step,…

数据库 · 计算机科学 2021-08-23 Ciprian-Octavian Truica , Elena Apostol , Jérôme Darmont , Ira Assent

Cloud infrastructure users often allocate a fixed number of nodes to individual container clusters (e.g., Kubernetes, OpenShift), resulting in underutilization of computing resources due to asynchronous and variable workload peaks across…

分布式、并行与集群计算 · 计算机科学 2025-06-11 Paritosh Ranjan , Surajit Majumder , Prodip Roy , Bhuban Padhan

Hash tables are used in a plethora of applications, including database operations, DNA sequencing, string searching, and many more. As such, there are many parallelized hash tables targeting multicore, distributed, and accelerator-based…

分布式、并行与集群计算 · 计算机科学 2021-04-05 Alok Tripathy , Oded Green