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Recently, we have been witnessing huge advancements in the scale of data we routinely generate and collect in pretty much everything we do, as well as our ability to exploit modern technologies to process, analyze and understand this data.…

Databases · Computer Science 2017-09-25 Radwa Elshawi , Sherif Sakr

Data and Science has stood out in the generation of results, whether in the projects of the scientific domain or business domain. CERN Project, Scientific Institutes, companies like Walmart, Google, Apple, among others, need data to present…

General Literature · Computer Science 2022-01-19 Rogerio Rossi

While data science has emerged as a contentious new scientific field, enormous debates and discussions have been made on it why we need data science and what makes it as a science. In reviewing hundreds of pieces of literature which include…

Computers and Society · Computer Science 2020-07-01 Longbing Cao

Data-driven science is heralded as a new paradigm in materials science. In this field, data is the new resource, and knowledge is extracted from materials data sets that are too big or complex for traditional human reasoning - typically…

Computational Physics · Physics 2019-10-28 Lauri Himanen , Amber Geurts , Adam S. Foster , Patrick Rinke

As our capacity to study ever-expanding domains of our science has increased (including the time domain, non-electromagnetic phenomena, magnetized plasmas, and numerous sky surveys in multiple wavebands with broad spatial coverage and…

Instrumentation and Methods for Astrophysics · Physics 2009-11-04 Kirk D. Borne , Suzanne Jacoby , K. Carney , A. Connolly , T. Eastman , M. J. Raddick , J. A. Tyson , J. Wallin

Data science has been described as the fourth paradigm for scientific discovery. The latest wave of data science research, pertaining to machine learning and artificial intelligence (AI), is growing exponentially and garnering millions of…

Computers and Society · Computer Science 2023-11-28 Ahmed Abbasi , Roger H. L. Chiang , Jennifer J. Xu

The definition of Data Science is a hotly debated topic. For many, the definition is a simple shortcut to Artificial Intelligence or Machine Learning. However, there is far more depth and nuance to the field of Data Science than a simple…

Other Statistics · Statistics 2025-03-19 Brian Wright , Peter Alonzi , Ali Rivera

This paper discusses approaches and environments for carrying out analytics on Clouds for Big Data applications. It revolves around four important areas of analytics and Big Data, namely (i) data management and supporting architectures;…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-08-28 Marcos D. Assuncao , Rodrigo N. Calheiros , Silvia Bianchi , Marco A. S. Netto , Rajkumar Buyya

Data science is not a science. It is a research paradigm. Its power, scope, and scale will surpass science, our most powerful research paradigm, to enable knowledge discovery and change our world. We have yet to understand and define it,…

Machine Learning · Computer Science 2023-07-25 Michael L Brodie

Big data is gaining overwhelming attention since the last decade. Almost all the fields of science and technology have experienced a considerable impact from it. The cloud computing paradigm has been targeted for big data processing and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-27 Hrishav Bakul Barua , Kartick Chandra Mondal

Data science, and machine learning in particular, is rapidly transforming the scientific and industrial landscapes. The aerospace industry is poised to capitalize on big data and machine learning, which excels at solving the types of…

Data science is gaining more and more and widespread attention, but no consensus viewpoint on what data science is has emerged. As a new science, its objects of study and scientific issues should not be covered by established sciences. Data…

Databases · Computer Science 2015-01-22 Yangyong Zhu , Yun Xiong

Cloud computing has recently evolved as a popular computing infrastructure for many applications. Scientific computing, which was mainly hosted in private clusters and grids, has started to migrate development and deployment to the public…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-07-29 Amelie Chi Zhou , Bingsheng He , Shadi Ibrahim

Cloud is now the leading software and computing hardware innovator, and is changing the landscape of compute to one that is optimized for artificial intelligence and machine learning (AI/ML). Computing innovation was initially driven to…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-05 Vanessa Sochat , Daniel Milroy

The continuous increase in the availability of data of any kind, coupled with the development of networks of high-speed communications, the popularization of cloud computing and the growth of data centers and the emergence of…

Artificial Intelligence · Computer Science 2016-09-20 Jose A. García Gutiérrez

The twenty-first century has ushered in the age of big data and data economy, in which data DNA, which carries important knowledge, insights and potential, has become an intrinsic constituent of all data-based organisms. An appropriate…

Computers and Society · Computer Science 2020-07-08 Longbing Cao

A confluence of advances in the computer and mathematical sciences has unleashed unprecedented capabilities for enabling true evidence-based decision making. These capabilities are making possible the large-scale capture of data and the…

Computers and Society · Computer Science 2020-08-04 Eric Horvitz , Tom Mitchell

Data science is not a science. It is a research paradigm with an unfathomed scope, scale, complexity, and power for knowledge discovery that is not otherwise possible and can be beyond human reasoning. It is changing our world practically…

Artificial Intelligence · Computer Science 2023-07-25 Michael L. Brodie
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