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相关论文: The End of an Architectural Era for Analytical Dat…

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The article addresses the problem of storing data in extreme environmental conditions with limited computing resources and memory. There is a requirement to create portable, fault-tolerant, modular database management systems (DBMS) that…

数据库 · 计算机科学 2025-05-23 Nikolay Fot , Alexander Vinarsky

Hadoop is emerging as the primary data hub in enterprises, and SQL represents the de facto language for data analysis. This combination has led to the development of a variety of SQL-on-Hadoop systems in use today. While the various…

数据库 · 计算机科学 2018-04-03 Ashish Tapdiya , Daniel Fabbri

To satisfy the need for analytical data in the development of digital services, many organizations use data warehouse, and, more recently, data lake architectures. These architectures have traditionally been accompanied by centralized…

软件工程 · 计算机科学 2022-04-22 Kathrine Vestues , Geir Kjetil Hanssen , Marius Mikalsen , Thor Aleksander Buan , Kieran Conboy

Traditionally the integration of data from multiple sources is done on an ad-hoc basis for each analysis scenario and application. This is a solution that is inflexible, incurs in high costs, leads to "silos" that prevent sharing data…

In recent years, the increased need to house and process large volumes of data has prompted the need for distributed storage and querying systems. The growth of machine-readable RDF triples has prompted both industry and academia to develop…

数据库 · 计算机科学 2016-01-11 Albert Haque

Analytical information needs, such as trend analysis and causal impact assessment, are prevalent across various domains including law, finance, science, and much more. However, existing information retrieval paradigms, whether based on…

信息检索 · 计算机科学 2026-02-13 Yiteng Tu , Shuo Miao , Weihang Su , Yiqun Liu , Qingyao Ai

As the complexity of modern workloads and hardware increasingly outpaces human research and engineering capacity, existing methods for database performance optimization struggle to keep pace. To address this gap, a new class of techniques,…

数据库 · 计算机科学 2026-04-09 Audrey Cheng , Harald Ng , Aaron Kabcenell , Peter Bailis , Matei Zaharia , Lin Ma , Xiao Shi , Ion Stoica

Hybrid complex analytics workloads typically include (i) data management tasks (joins, selections, etc. ), easily expressed using relational algebra (RA)-based languages, and (ii) complex analytics tasks (regressions, matrix decompositions,…

数据库 · 计算机科学 2021-03-24 Rana Alotaibi , Bogdan Cautis , Alin Deutsch , Ioana Manolescu

Due to the surge of spatio-temporal data volume, the popularity of location-based services and applications, and the importance of extracted knowledge from spatio-temporal data to solve a wide range of real-world problems, a plethora of…

机器学习 · 计算机科学 2021-03-19 Md Mahbub Alam , Luis Torgo , Albert Bifet

In this research paper so as to handle Information warehousing as well as online synthetic dispensation OLAP are necessary aspects of conclusion support which takes more and more turn into a focal point of the data source business.This…

分布式、并行与集群计算 · 计算机科学 2016-12-28 Ahmed Mateen , Lareab Chaudhary

In the rapidly evolving landscape of digital assets and blockchain technologies, the necessity for robust, scalable, and secure data management platforms has never been more critical. This paper introduces a novel software architecture…

密码学与安全 · 计算机科学 2025-03-21 Raul Cristian Bag

Cloud data lakes provide a modern solution for managing large volumes of data. The fundamental principle behind these systems is the separation of compute and storage layers. In this architecture, inexpensive cloud storage is utilized for…

数据库 · 计算机科学 2025-10-20 Gregory , Weintraub

Context: The efficient processing of Big Data is a challenging task for SQL and NoSQL Databases, where competent software architecture plays a vital role. The SQL Databases are designed for structuring data and supporting vertical…

数据库 · 计算机科学 2022-09-16 Wisal Khan , Teerath Kumar , Zhang Cheng , Kislay Raj , Arunabha M Roy , Bin Luo

While traditional RDBMSes offer a lot of advantages, they require significant effort to setup and to use. Because of these challenges, many data scientists and analysts have switched to using alternative data management solutions. These…

数据库 · 计算机科学 2018-05-23 Mark Raasveldt , Hannes Mühleisen

The rapid adoption of AI-powered applications demands high-performance, scalable, and efficient cloud database solutions, as traditional architectures often struggle with AI-driven workloads requiring real-time data access, vector search,…

数据库 · 计算机科学 2025-05-06 Santosh Bhupathi

Time is one of the most difficult aspects to handle in real world applications such as database systems. Relational database management systems proposed by Codd offer very little built-in query language support for temporal data management.…

数据库 · 计算机科学 2010-02-08 Nadeem Mahmood , Aqil Burney , Kamran Ahsan

Human-data interaction (HDI) presents fundamentally different challenges from traditional data management. HDI systems must meet latency, correctness, and consistency needs that stem from usability rather than query semantics; failing to…

数据库 · 计算机科学 2026-01-14 Eugene Wu , Yiru Chen , Haneen Mohammed , Zezhou Huang

Large-scale systems, such as MapReduce and Hadoop, perform aggressive materialization of intermediate job results in order to support fault tolerance. When jobs correspond to exploratory queries submitted by data analysts, these…

Hive is the most mature and prevalent data warehouse tool providing SQL-like interface in the Hadoop ecosystem. It is successfully used in many Internet companies and shows its value for big data processing in traditional industries.…

数据库 · 计算机科学 2014-12-02 Songlin Hu , Wantao Liu , Tilmann Rabl , Shuo Huang , Ying Liang , Zheng Xiao , Hans-Arno Jacobsen , Xubin Pei , Jiye Wang

The exponential growth of artificial intelligence (AI) and machine learning (ML) applications has necessitated the development of efficient storage solutions for vector and tensor data. This paper presents a novel approach for tensor…

分布式、并行与集群计算 · 计算机科学 2024-05-14 Zhiwei Bao , Liu Liao-Liao , Zhiyu Wu , Yifan Zhou , Dan Fan , Michal Aibin , Yvonne Coady , Andrew Brownsword