[PDF][PDF] 大数据管理: 概念, 技术与挑战

孟小峰, 慈祥 - 2013 - idke.ruc.edu.cn
大数据管理:概念,技术与挑战 Page 1 大数据管理:概念,技术与挑战 孟小峰慈祥 (中国人民大学信息
学院北京100872) Big Data Management: Concepts, Techniques and Challenges Meng …

[HTML][HTML] Reference architecture and classification of technologies, products and services for big data systems

P Pääkkönen, D Pakkala - Big data research, 2015 - Elsevier
Many business cases exploiting big data have been realised in recent years; Twitter,
LinkedIn, and Facebook are examples of companies in the social networking domain. Other …

架构大数据: 挑战, 现状与展望

王珊, 王会举, 覃雄派, 周烜 - 计算机学报, 2011 - cqvip.com
大数据分析相比于传统的数据仓库应用, 具有数据量大, 查询分析复杂等特点.
为了设计适合大数据分析的数据仓库架构, 文中列举了大数据分析平台需要具备的几个重要特性 …

The anatomy of big data computing

R Kune, PK Konugurthi, A Agarwal… - Software: Practice …, 2016 - Wiley Online Library
Advances in information technology and its widespread growth in several areas of business,
engineering, medical, and scientific studies are resulting in information/data explosion …

[PDF][PDF] 大数据分析——RDBMS 与MapReduce 的竞争与共生

覃雄派, 王会举, 杜小勇, 王珊 - 软件学报, 2012 - jos.org.cn
在科学研究, 计算机仿真, 互联网应用, 电子商务等诸多应用领域, 数据量正在以极快的速度增长,
为了分析和利用这些庞大的数据资源, 必须依赖有效的数据分析技术. 传统的关系数据管理技术 …

Analysis of {Large-Scale}{Multi-Tenant}{GPU} clusters for {DNN} training workloads

M Jeon, S Venkataraman, A Phanishayee… - 2019 USENIX Annual …, 2019 - usenix.org
With widespread advances in machine learning, a number of large enterprises are
beginning to incorporate machine learning models across a number of products. These …

Toward scalable systems for big data analytics: A technology tutorial

H Hu, Y Wen, TS Chua, X Li - IEEE access, 2014 - ieeexplore.ieee.org
Recent technological advancements have led to a deluge of data from distinctive domains
(eg, health care and scientific sensors, user-generated data, Internet and financial …

Samza: stateful scalable stream processing at LinkedIn

SA Noghabi, K Paramasivam, Y Pan… - Proceedings of the …, 2017 - dl.acm.org
Distributed stream processing systems need to support stateful processing, recover quickly
from failures to resume such processing, and reprocess an entire data stream quickly. We …

Trends in big data analytics

K Kambatla, G Kollias, V Kumar, A Grama - Journal of parallel and …, 2014 - Elsevier
One of the major applications of future generation parallel and distributed systems is in big-
data analytics. Data repositories for such applications currently exceed exabytes and are …

In-memory big data management and processing: A survey

H Zhang, G Chen, BC Ooi, KL Tan… - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Growing main memory capacity has fueled the development of in-memory big data
management and processing. By eliminating disk I/O bottleneck, it is now possible to support …