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The paradigm of big data is characterized by the need to collect and process data sets of great volume, arriving at the systems with great velocity, in a variety of formats. Spark is a widely used big data processing system that can be…

分布式、并行与集群计算 · 计算机科学 2022-12-29 Duarte M. Nascimento , Miguel Ferreira , Miguel L. Pardal

Data is a critical aspect of the world we live in. With systems producing and consuming vast amounts of data, it is essential for businesses to digitally transform and be equipped to derive the most value out of data. Data analytics…

计算机与社会 · 计算机科学 2021-11-09 Akash Ravi

In recent years, rather than enclosing data within a single organization, exchanging and combining data from different domains has become an emerging practice. Many studies have discussed the economic and utility value of data and data…

计算机与社会 · 计算机科学 2020-12-23 Teruaki Hayashi , Hiroki Sakaji , Hiroyasu Matsushima , Yoshiaki Fukami , Takumi Shimizu , Yukio Ohsawa

Information and communication technologies are permeating all aspects of industrial and manufacturing systems, expediting the generation of large volumes of industrial data. This article surveys the recent literature on data management as…

网络与互联网体系结构 · 计算机科学 2019-08-02 Theofanis P. Raptis , Andrea Passarella , Marco Conti

The evolution of the Internet and computer applications have generated colossal amount of data. They are referred to as Big Data and they consist of huge volume, high velocity, and variable datasets that need to be managed at the right…

分布式、并行与集群计算 · 计算机科学 2019-08-13 Youssef Bassil

Network traffic analytics technology is a cornerstone for cyber security systems. We demonstrate its use through three popular and contemporary cyber security applications in intrusion detection, malware analysis and botnet detection.…

密码学与安全 · 计算机科学 2018-04-25 Yuantian Miao , Zichan Ruan , Lei Pan , Yu Wang , Jun Zhang , Yang Xiang

Scientists today collect, analyze, and generate TeraBytes and PetaBytes of data. These data are often shared and further processed and analyzed among collaborators. In order to facilitate sharing and data interpretations, data need to carry…

天体物理仪器与方法 · 物理学 2010-05-18 Ewa Deelman , Bruce Berriman , Ann Chervenak , Oscar Corcho , Paul Groth , Luc Moreau

The Internet of Things anticipates the conjunction of physical gadgets to the In-ternet and their access to wireless sensor data which makes it expedient to restrain the physical world. Big Data convergence has put multifarious new…

Accessible epidemiological data are of great value for emergency preparedness and response, understanding disease progression through a population, and building statistical and mechanistic disease models that enable forecasting. The status…

Hybrid human/computer systems promise to greatly expand the usefulness of query processing by incorporating the crowd for data gathering and other tasks. Such systems raise many database system implementation questions. Perhaps most…

数据库 · 计算机科学 2012-02-13 Beth Trushkowsky , Tim Kraska , Michael J. Franklin , Purnamrita Sarkar

The great prosperity of big data systems such as Hadoop in recent years makes the benchmarking of these systems become crucial for both research and industry communities. The complexity, diversity, and rapid evolution of big data systems…

性能 · 计算机科学 2015-06-05 Rui Han , Zhen Jia , Wanling Gao , Xinhui Tian , Lei Wang

Advances in data analytics bring with them civil rights implications. Data-driven and algorithmic decision making increasingly determine how businesses target advertisements to consumers, how police departments monitor individuals or…

计算机与社会 · 计算机科学 2017-06-13 Solon Barocas , Elizabeth Bradley , Vasant Honavar , Foster Provost

High-quality data has become increasingly important to software engineers in designing and implementing today's software, for example, as an input to machine-learning algorithms and visualisation- and analytics-based features. Open data -…

软件工程 · 计算机科学 2022-08-02 Johan Linåker , Per Runeson , Anneke Zuiderwijk , Amanda Brock

Having greater access to data leads to many benefits, from advancing science to promoting accountability in government to boosting innovation. However, merely providing data access does not make data easy to use; even when data is openly…

人机交互 · 计算机科学 2024-10-22 Laura Koesten , Jude Yew , Kathleen Gregory

Data collected by large-scale instruments, observatories, and sensor networks are key enablers of scientific discoveries in many disciplines. However, ensuring that these data can be accessed, integrated, and analyzed in a democratized and…

分布式、并行与集群计算 · 计算机科学 2021-12-14 Yubo Qin , Ivan Rodero , Manish Parashar

Data science is creating very exciting trends as well as significant controversy. A critical matter for the healthy development of data science in its early stages is to deeply understand the nature of data and data science, and to discuss…

计算机与社会 · 计算机科学 2020-07-01 Longbing Cao

The gap between data production and user ability to access, compute and produce meaningful results calls for tools that address the challenges associated with big data volume, velocity and variety. One of the key hurdles is the inability to…

社会与信息网络 · 计算机科学 2017-01-25 Vijay Gadepally , Jeremy Kepner

Efficient handling of large data-volumes becomes a necessity in today's world. It is driven by the desire to get more insight from the data and to gain a better understanding of user trends which can be transformed into economic incentives…

数据分析、统计与概率 · 物理学 2019-10-02 Valentin Kuznetsov

Today, data is being actively generated by a variety of devices, services, and applications. Such data is important not only for the information that it contains, but also for its relationships to other data and to interested users. Most…

数据库 · 计算机科学 2020-09-11 Xikui Wang , Michael J. Carey , Vassilis J. Tsotras

Big data have the characteristics of enormous volume, high velocity, diversity, value-sparsity, and uncertainty, which lead the knowledge learning from them full of challenges. With the emergence of crowdsourcing, versatile information can…

机器学习 · 计算机科学 2022-06-22 Jing Zhang
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