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Modern data centers that provide Internet-scale services are stadium-size structures housing tens of thousands of heterogeneous devices (server clusters, networking equipment, power and cooling infrastructures) that must operate…

分布式、并行与集群计算 · 计算机科学 2014-10-07 Alkida Balliu , Dennis Olivetti , Ozalp Babaoglu , Moreno Marzolla , Alina Sîrbu

Big Data bring new opportunities to modern society and challenges to data scientists. On one hand, Big Data hold great promises for discovering subtle population patterns and heterogeneities that are not possible with small-scale data. On…

机器学习 · 统计学 2014-12-16 Jianqing Fan , Fang Han , Han Liu

Big data is no more "all just hype" but widely applied in nearly all aspects of our business, governments, and organizations with the technology stack of AI. Its influences are far beyond a simple technique innovation but involves all rears…

其他计算机科学 · 计算机科学 2021-04-19 Bilal Abu-Salih , Pornpit Wongthongtham , Dengya Zhu , Kit Yan Chan , Amit Rudra

New network architectures, such as the Internet of Things (IoT), 5G, and next-generation (NextG) cellular systems, put forward emerging challenges to the design of future wireless networks toward ultra-high data rate, massive data…

网络与互联网体系结构 · 计算机科学 2023-06-13 Jiahao Xue , Zhe Qu , Shangqing Zhao , Yao Liu , Zhuo Lu

The last two decades witnessed tremendous advances in the Information and Communications Technologies. Beside improvements in computational power and storage capacity, communication networks carry nowadays an amount of data which was not…

网络与互联网体系结构 · 计算机科学 2019-03-01 Martino Trevisan

Data mining environment produces a large amount of data, that need to be analyzed, patterns have to be extracted from that to gain knowledge. In this new era with boom of data both structured and unstructured, in the field of genomics,…

数据库 · 计算机科学 2013-07-23 Chanchal Yadav , Shuliang Wang , Manoj Kumar

Bayesian data analysis (BDA) is today used by a multitude of research disciplines. These disciplines use BDA as a way to embrace uncertainty by using multilevel models and making use of all available information at hand. In this chapter, we…

软件工程 · 计算机科学 2020-01-03 Richard Torkar , Robert Feldt , Carlo A. Furia

With the explosion of social media sites and proliferation of digital computing devices and Internet access, massive amounts of public data is being generated on a daily basis. Efficient techniques/ algorithms to analyze this massive amount…

计算机与社会 · 计算机科学 2016-02-26 Anwaar Ali , Junaid Qadir , Raihan ur Rasool , Arjuna Sathiaseelan , Andrej Zwitter

The increasing application of social and human-enabled systems in people's daily life from one side and from the other side the fast growth of mobile and smart phones technologies have resulted in generating tremendous amount of data, also…

人机交互 · 计算机科学 2016-04-19 Mohammad Allahbakhsh , Saeed Arbabi , Hamid-Reza Motahari-Nezhad , Boualem Benatallah

The new age of digital growth has marked all fields. This technological evolution has impacted data flows which have witnessed a rapid expansion over the last decade that makes the data traditional processing unable to catch up with the…

数据库 · 计算机科学 2024-04-22 Rania Mkhinini Gahar , Olfa Arfaoui , Minyar Sassi Hidri

Big data is data that exceeds the processing capacity of traditional databases. The data is too big to be processed by a single machine. New and innovative methods are required to process and store such large volumes of data. This paper…

其他计算机科学 · 计算机科学 2014-04-17 Richa Gupta , Sunny Gupta , Anuradha Singhal

Big Data are growing at an exponential rate and it becomes necessary the use of tools and technologies to manage, process and visualize them in order to extract value. In this paper a micro-service based platform is presented for the…

分布式、并行与集群计算 · 计算机科学 2022-02-08 Davide Profeta , Nicola Masi , Domenico Messina , Davide Dalle Carbonare , Susanna Bonura , Vito Morreale

Our world produces massive data every day; they exist in diverse forms, from pairwise data and matrix to time series and trajectories. Meanwhile, we have access to the versatile toolkit of network analysis. Networks also have different…

社会与信息网络 · 计算机科学 2017-12-29 Jian Xu

The emergence of sixth-generation and beyond communication systems is expected to fundamentally transform digital experiences through introducing unparalleled levels of intelligence, efficiency, and connectivity. A promising technology…

Big data are data on a massive scale in terms of volume, intensity, and complexity that exceed the capacity of standard software tools. They present opportunities as well as challenges to statisticians. The role of computational…

统计计算 · 统计学 2018-06-13 Chun Wang , Ming-Hui Chen , Elizabeth Schifano , Jing Wu , Jun Yan

Big data features not only large volumes of data but also data with complicated structures. Complexity imposes unique challenges in big data analytics. Meeker and Hong (2014, Quality Engineering, pp. 102-116) provided an extensive…

应用统计 · 统计学 2018-03-19 Yili Hong , Man Zhang , William Q. Meeker

It is important that the wireless network is well optimized and planned, using the limited wireless spectrum resources, to serve the explosively growing traffic and diverse applications needs of end users. Considering the challenges of…

系统与控制 · 电气工程与系统科学 2022-09-15 Ying Li , Djordje Tujkovic , Po-Han Huang

In the Internet-of-Things (IoT) era, the development of Wireless Body Area Networks (WBANs) and their applications in big data infrastructure has gotten a lot of attention from the medical research community. Since sensor nodes are…

网络与互联网体系结构 · 计算机科学 2022-06-14 Amit Samanta , Tri Gia Nguyen

Data center networks (DCNs) are essential infrastructures to embrace the era of highly diversified massive amount of data generated by emerging technological applications. In order to store and process such a data deluge, today's DCNs have…

网络与互联网体系结构 · 计算机科学 2018-11-29 Abdulkadir Celik , Basem Shihada , Mohamed-Slim Alouini

Digital world is growing very fast and become more complex in the volume (terabyte to petabyte), variety (structured and un-structured and hybrid), velocity (high speed in growth) in nature. This refers to as Big Data that is a global…

数据库 · 计算机科学 2013-07-02 A B M Moniruzzaman , Syed Akhter Hossain