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Recent development in AI has enabled the expansion of its application to multiple domains. From medical treatment, gaming, manufacturing to daily business processes. A huge amount of money has been poured into AI research due to its…

Other Computer Science · Computer Science 2021-01-12 Burhan Rashid Hussein , Chongomweru Halimu , Muhammad Tariq Siddique

Big data applications are currently used in many application domains, ranging from statistical applications to prediction systems and smart cities. However, the quality of these applications is far from perfect, leading to a large amount of…

Software Engineering · Computer Science 2020-02-07 Pengcheng Zhang , Wennan Cao , Henry Muccini

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…

Data Analysis, Statistics and Probability · Physics 2019-10-02 Valentin Kuznetsov

Artificial Intelligence (AI) has the opportunity to revolutionize the way the United States Department of Defense (DoD) and Intelligence Community (IC) address the challenges of evolving threats, data deluge, and rapid courses of action.…

Artificial Intelligence · Computer Science 2019-05-10 Vijay Gadepally , Justin Goodwin , Jeremy Kepner , Albert Reuther , Hayley Reynolds , Siddharth Samsi , Jonathan Su , David Martinez

Energy systems generate vast amounts of data in extremely short time intervals, creating challenges for efficient data management. Traditional data management methods often struggle with scalability and accessibility, limiting their…

Databases · Computer Science 2025-07-28 Lunodzo J. Mwinuka , Massimo Cafaro , Lucas Pereira , Hugo Morais

The complexity and diversity of big data and AI workloads make understanding them difficult and challenging. This paper proposes a new approach to characterizing big data and AI workloads. We consider each big data and AI workload as a…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-07 Wanling Gao , Jianfeng Zhan , Lei Wang , Chunjie Luo , Daoyi Zheng , Fei Tang , Biwei Xie , Chen Zheng , Qiang Yang

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…

Databases · Computer Science 2020-09-11 Xikui Wang , Michael J. Carey , Vassilis J. Tsotras

Big data comes in various ways, types, shapes, forms and sizes. Indeed, almost all areas of science, technology, medicine, public health, economics, business, linguistics and social science are bombarded by ever increasing flows of data…

Machine Learning · Statistics 2015-01-06 Ernest Fokoue

The era of Big Data is here now, which has brought both unprecedented opportunities and critical challenges. In this article, from a perspective of cognitive wireless networking, we start with a definition of Big Spectrum Data by analyzing…

Other Computer Science · Computer Science 2014-04-28 Guoru Ding , Qihui Wu , Jinlong Wang , Yu-Dong Yao

The use of statistical software in academia and enterprises has been evolving over the last years. More often than not, students, professors, workers, and users, in general, have all had, at some point, exposure to statistical software.…

Applications · Statistics 2019-08-21 Rui Portocarrero Sarmento , Vera Costa

The emergence of "Big Data" as a dominant technology meme challenges Geography's technical underpinnings, found in GIS, while engaging the discipline in a conversation about the meme's impact on society. This allows scholars to engage…

Computation · Statistics 2013-10-17 Sean P. Gorman

The term big data has become ubiquitous. Owing to a shared origin between academia, industry and the media there is no single unified definition, and various stakeholders provide diverse and often contradictory definitions. The lack of a…

Databases · Computer Science 2013-09-24 Jonathan Stuart Ward , Adam Barker

In recent years, and especially since the development of the smartphone, enormous amounts of data relevant for transportation have become available. These data hold out the potential to redefine how transportation system (i.e. design,…

Computers and Society · Computer Science 2019-03-21 Godwin Badu-Marfo , Bilal Farooq , Zachary Patterson

Big Data processing systems handle huge unstructured and structured data to store, process, and analyze through cluster analysis which helps in identifying unseen patterns to find the relationships between them. Clustering analysis over the…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-11 Dipesh Gyawali

Big Data is reforming many industrial domains by providing decision support through analyzing large data volumes. Big Data testing aims to ensure that Big Data systems run smoothly and error-free while maintaining the performance and…

Artificial Intelligence · Computer Science 2022-07-15 Iram Arshad , Saeed Hamood Alsamhi , Wasif Afzal

This paper gives a short survey of recent trends in the emerging field of big data. It explains the definitions and useful methods. In addition, application fields of smart buildings and smart grids are discussed.

Computers and Society · Computer Science 2016-10-24 Ralf Mikut

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…

Computers and Society · Computer Science 2016-02-26 Anwaar Ali , Junaid Qadir , Raihan ur Rasool , Arjuna Sathiaseelan , Andrej Zwitter

The Internet of Things (IoT) has brought the dream of ubiquitous data access from physical environments into reality. IoT embeds sensors and actuators in physical objects so that they can communicate and exchange data between themselves to…

Computers and Society · Computer Science 2022-11-24 Khalid Elgazzar , Haytham Khalil , Taghreed Alghamdi , Ahmed Badr , Ghadeer Abdelkader , Abdelrahman Elewah , Rajkumar Buyya

Very large data sets are the common rule in automated mapping, GIS, remote sensing, and what we can name geo-information. Indeed, in 1983 Landsat was already delivering gigabytes of data, and other sensors were in orbit or ready for launch,…

Databases · Computer Science 2015-01-21 Robert Jeansoulin

Big Data involves both a large number of events but also many variables. This paper will concentrate on the challenge presented by the large number of variables in a Big Dataset. It will start with a brief review of exploratory data…

Applications · Statistics 2019-07-24 S. J. Watts , L. Crow