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The explosion of data on the internet is a direct corollary of the social media platform. With petabytes of data being generated by end users, the researchers have access to unprecedented amount of data (Big Data). Such data provides an…

计算机与社会 · 计算机科学 2019-02-06 Adil E. Rajput , Samara M. Ahmed

Advances in information technology and its widespread growth in several areas of business, engineering, medical and scientific studies are resulting in information/data explosion. Knowledge discovery and decision making from such rapidly…

分布式、并行与集群计算 · 计算机科学 2015-09-07 Raghavendra Kune , Pramodkumar Konugurthi , Arun Agarwal , Raghavendra Rao Chillarige , Rajkumar Buyya

This article dwells on the basic characteristic features of the Big Data technologies. It is analyzed the existing definition of the "big data" term. The article proposes and describes the elements of the generalized formal model of big…

数据库 · 计算机科学 2019-05-09 Shakhovska Nataliya , Veres Oleh , Hirnyak Mariia

The modern era is characterised as an era of information or Big Data. This has motivated a huge literature on new methods for extracting information and insights from these data. A natural question is how these approaches differ from those…

统计计算 · 统计学 2020-06-09 Farzana Jahan , Insha Ullah , Kerrie L Mengersen

Big Data is the most popular emerging trends that becomes a blessing for human kinds and it is the necessity of day-to-day life. For example, Facebook. Every person involves with producing data either directly or indirectly. Thus, Big Data…

数据库 · 计算机科学 2019-03-18 Ripon Patgiri , Sabuzima Nayak , Samir Kumar Borgohain

The digital revolution has led to the digitization of human behavior, creating unprecedented opportunities to understand observable actions on an unmatched scale. Emerging phenomena such as crowdfunding and crowdsourcing have further…

机器学习 · 计算机科学 2023-06-27 Hannah H. Chang , Anirban Mukherjee

Big data management is a reality for an increasing number of organizations in many areas and represents a set of challenges involving big data modeling, storage and retrieval, analysis and visualization. However, technological resources,…

数据库 · 计算机科学 2022-03-15 Rogerio Rossi , Kechi Hirama

Data science is the business of learning from data, which is traditionally the business of statistics. Data science, however, is often understood as a broader, task-driven and computationally-oriented version of statistics. Both the term…

其他统计学 · 统计学 2018-10-11 Iain Carmichael , J. S. Marron

The term Big Data has been coined to refer to the gargantuan bulk of data that cannot be dealt with by traditional data-handling techniques. Big Data is still a novel concept, and in the following literature, we intend to elaborate on it in…

计算机与社会 · 计算机科学 2022-08-01 Ozioma Collins Oguine , Kanyifeechukwu Jane Oguine , Hashim Ibrahim Bisallah

Bigdata is a dataset of which size is beyond the ability of handling a valuable raw material that can be refined and distilled into valuable specific insights. Compact data is a method that optimizes the big dataset that gives best assets…

数据库 · 计算机科学 2020-12-29 Song-Kyoo , Kim

As large-scale social data explode and machine-learning methods evolve, scholars of entrepreneurship and innovation face new research opportunities but also unique challenges. This chapter discusses the difficulties of leveraging…

综合经济学 · 经济学 2025-05-14 Ningzi Li , Shiyang Lai , James Evans

The Internet of Things, crowdsourcing, social media, public authorities, and other sources generate bigger and bigger data sets. Big and open data offers many benefits for emergency management, but also pose new challenges. This chapter…

计算机与社会 · 计算机科学 2020-12-17 Andreas L Opdahl , Vimala Nunavath

The ever-increase in the quality and quantity of data generated from day-to-day businesses operations in conjunction with the continuously imported related social data have made the traditional statistical approaches inadequate to tackle…

计算机与社会 · 计算机科学 2021-04-27 Bilal Abu-Salih , Pornpit Wongthongtham , Dengya Zhu , Kit Yan Chan , Amit Rudra

Big Data may not be the solution many are looking for. The latest rise of Big Data methods and systems is partly due to the new abilities these techniques provide, partly to the simplicity of the software design and partly because the…

分布式、并行与集群计算 · 计算机科学 2021-08-23 Adam Lev-Libfeld , Alexander Margolin

The modern increase in data production is driven by multiple factors, and several stakeholders from various sectors contribute to it. Although drawing a comparison of the sizes at stake for different big data players is hard due to the lack…

数字图书馆 · 计算机科学 2023-09-28 Luca Clissa

This paper presents the risks and opportunities of big data and the potential social benefits it can bring. The research is based on an analysis of the societal impacts observed in a set of six case studies across different European…

计算机与社会 · 计算机科学 2017-04-12 Martí Cuquet , Guillermo Vega-Gorgojo , Hans Lammerant , Rachel Finn , Umair ul Hassan

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

With its rapid growth and increasing adoption, big data is producing a substantial impact in society. Its usage is opening both opportunities such as new business models and economic gains and risks such as privacy violations and…

计算机与社会 · 计算机科学 2018-03-28 Martí Cuquet , Anna Fensel

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 Information and Communication Technologies revolution brought a digital world with huge amounts of data available. Enterprises use mining technologies to search vast amounts of data for vital insight and knowledge. Mining tools such as…

信息检索 · 计算机科学 2013-04-15 Abdul-Aziz Rashid Al-Azmi