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Analytics over large-scale multidimensional data

Alfredo Cuzzocrea, Il-Yeol Song, Karen C. Davis
2011 Proceedings of the ACM 14th international workshop on Data Warehousing and OLAP - DOLAP '11  
In this paper, we provide an overview of state-of-the-art research issues and achievements in the field of analytics over big data, and we extend the discussion to analytics over big multidimensional data  ...  Our analytical contribution is finally completed by several novel research directions arising in this field, which plays a leading role in next-generation Data Warehousing and OLAP research.  ...  Although analytics over large-scale data repositories have been deeply investigated recently, the problem of extending actual models and algorithms proposed in this respect to the specific big multidimensional  ... 
doi:10.1145/2064676.2064695 dblp:conf/dolap/CuzzocreaSD11 fatcat:lszgfh7k2bc27mhf2msmygcjp4

The role of administrative data in the big data revolution in social science research

Roxanne Connelly, Christopher J. Playford, Vernon Gayle, Chris Dibben
2016 Social Science Research  
big data.  ...  The term big data is currently a buzzword in social science, however its precise meaning is ambiguous. In this paper we focus on administrative data which is a distinctive form of big data.  ...  Large scale social survey data collectors will typically employ a large team to clean, organise and document the data.  ... 
doi:10.1016/j.ssresearch.2016.04.015 pmid:27480367 fatcat:hai44m3vqjakhmi5kuq2it32iq

The Development of Data Science: Implications for Education, Employment, Research, and the Data Revolution for Sustainable Development

Fionn Murtagh, Keith Devlin
2018 Big Data and Cognitive Computing  
Data analytics, relating to data aggregation and scale effects.  ...  This results in the unification of analytical methodologies, and of observed and empirical data contexts.  ...  After all, progress and impact ensure development and evolution over time. As noted above, too, we may, if we wish, refer to the contemporary data revolution.  ... 
doi:10.3390/bdcc2020014 fatcat:id6ddgkxjfdqtmq42vvy56glt4

Harnessing the Heart of Big Data

Sarah B. Scruggs, Karol Watson, Andrew I. Su, Henning Hermjakob, John R. Yates, Merry L. Lindsey, Peipei Ping
2015 Circulation Research  
Acknowledgments We thank Dr Ding Wang at UCLA for help in preparing the figures and Dr Edward Lau at UCLA for his critical input on the content.  ...  Sources of Funding This work was supported in part by the National Institutes of Health U54 GM114833 (to Dr Ping, Dr Watson, Dr Lindsey, Dr Su, H.  ...  The Big in Big Data describes not only the size or volume but also the potential of the data to (1) be useful and reused, (2) accumulate value over time, and (3) innovate a multidimensional, systems-level  ... 
doi:10.1161/circresaha.115.306013 pmid:25814682 pmcid:PMC4721634 fatcat:levyt7lpqvgxrpt6nccvcqqoiq

Introduction to the IEEE Transactions on Big Data

Qiang Yang
2015 IEEE Transactions on Big Data  
In particular, the journal will cover the following broad areas: BIG DATA ANALYTICS Big Data Analytics is aimed at making sense of data by applying efficient and scalable algorithms on Big Data for its  ...  The third paradigm came as a result of the arrival of digital computers, when large-scale simulations were used to mimic the dynamics of nature.  ...  a Program Principal investigator in the Rolls-Royce@NTU Corporate Lab on Large Scale Data Analytics.  ... 
doi:10.1109/tbdata.2015.2469391 fatcat:s2b5lshffbglpfyoaexfxw6axm

Using Big Data to Advance the Science of Team Effectiveness [chapter]

2015 Big Data at Work  
when it comes to shaping the science and methods of big data people analytics. 1 Building Understanding of the Data Science Revolution and I-O Psychology Eden B.  ...  available computing resources and require nontraditional analytic Understanding the Data Science Revolution • 3 procedures.  ... 
doi:10.4324/9781315780504-17 fatcat:6h56mjiahnaqrbn7b4vbrssqem

Big Data in the city

Jon Bannister, Anthony O'Sullivan
2021 Urban Studies  
This editorial introduces a Special Issue on Big Data in the City.  ...  In pursuit of these aims, and sensitively deployed, Big Data can be cast as part of the route map to better urban futures.  ...  It has ushered in new actors, for example data scientists, and new forms of empiricism that threaten the death of theory, with the speed of the Big Data revolution seemingly outstripping the capacity of  ... 
doi:10.1177/00420980211014124 fatcat:3f3coebct5hbxjmhh5j5jsp6jq

Introduction – The Contributions of Big Data
Introduction – Les apports des Big Data

Philippe Tassi
2019 Economics and Statistics  
Just like any innovation, Big Data offer advantages and raise questions. The obvious benefits include "added" knowledge -a better statistical description of the economy and the society.  ...  The revolution, which is quite recent, brought about by digital convergence and connected objects, has enabled a homogenisation of data types which would historically have been considered as different,  ...  of transport, 13 deploying a large-scale collection method to adjust the collected data to the data which they are designed to replace would hardly be appropriate.  ... 
doi:10.24187/ecostat.2018.505d.1963 fatcat:42rehacy6ffb7hc6k2l2q4u4yy

Citizens' media meets big data: the emergence of data activism

Stefania Milan, Miren Gutiérrez
2015 Mediaciones  
Los big data representan nuevos retos y nuevas oportunidades para la ciudadanía.  ...  Argumentamos que el activismo de datos representa una nueva forma de medio ciudadano que coloca en su mismo centro una aproximación crítica hacia los big data.  ...  Journalism, as one of the key professions specialized in making information visible and accessible to large audiences, is at the forefront of this "data revolution".  ... 
doi:10.26620/uniminuto.mediaciones.11.14.2015.120-133 fatcat:gg6jp5k73fgn7nnmw3adugyjam

Traditional Marketing Analytics, Big Data Analytics, Big Data System Quality and the Success of New Product Development

Ahmad Ibrahim Aljumah, Mohammed T. Nuseir, Md. Mahmudul Alam
2022 figshare.com  
Objective/Purpose: This study investigates the impact of traditional marketing analytics and big data analytics on the success of a new product.  ...  Implications: There are significant policy implications for practitioners and researchers concerning the role of analytics, particularly big data analytics and big data system quality, when attempting  ...  The data sets, which are complex, unstructured, and large, are referred to as big data which can make and discover the importance of business via its exceptional projecting and analytical competences  ... 
doi:10.6084/m9.figshare.18804527.v1 fatcat:ea73kdqvgzhltme4637bknd6rm

The Hiperwall tiled-display wall system for Big-Data research

Muhammad Saleem, Hugo E. Valle, Stephen Brown, Veronica I. Winters, Akhtar Mahmood
2018 Journal of Big Data  
Acknowlegements The authors would like to thank the National Science Foundation (Grant #1229306 and #1154454) and the Henry Luce Foundation (Clare Boothe Luce Program) for supporting this research project  ...  Ethics approval and consent to participate Not applicable Funding National Science Foundation (Grant #1229306 and #1154454) and the Henry Luce Foundation (Clare Boothe Luce Program).  ...  A number of Big Data Visual Analytics techniques have been developed over the years.  ... 
doi:10.1186/s40537-018-0150-7 fatcat:fiz377mm7raznngy3nxkmfdqx4

Collaborative visual analytics of radio surveys in the Big Data era

Dany Vohl, Christopher J. Fluke, Amr H. Hassan, David G. Barnes, Virginia A. Kilborn
2016 Proceedings of the International Astronomical Union  
To support collaborative data inquiry, we present encube, a large-scale comparative visual analytics framework. encube can utilise advanced visualization environments such as the CAVE2 (a hybrid 2D and  ...  In large survey projects, astronomers commonly face limitations regarding: 1) interactive visual analytics of sufficiently large subsets of data; 2) synchronous and asynchronous collaboration; and 3) documentation  ...  DV acknowledges the support of the Astronomical Society of Australia for travel funding.  ... 
doi:10.1017/s1743921317001399 fatcat:cvlq2o2cwjhmplqsh3nucfc7fy

On the sustainability of smart and smarter cities in the era of big data: an interdisciplinary and transdisciplinary literature review

Simon Elias Bibri
2019 Journal of Big Data  
However, topical studies on big data technologies and their applications in the context of smart and smarter cities tend to deal largely with economic growth and the quality of life in terms of service  ...  With that in regard, this paper provides a comprehensive, state-of-the-art review and synthesis of the field of smart and smarter cities in relation to sustainability and related big data analytics and  ...  These are the object of the next section. Urban data deluge Datafication The big data revolution will transform the way we live, work, and think in the city.  ... 
doi:10.1186/s40537-019-0182-7 fatcat:iybgywmq5felrjup33satwvtge

Accounting in the Big Data Era: A Literature Review

Asmaa Abdelrazeik
2022 مجلة البحوث المالیة والتجاریة  
The study illustrated that the concept big data is completely different from traditional data.  ...  Accounting in the big data era has also been focused through reviewing the literature that has been classified by branches of accounting.  ...  Integrating big data into brainstorming sessions can increase the scale of information, enhance the results of analytics and facilitate the audit group's communication which affect the efficiency of fraud  ... 
doi:10.21608/jsst.2022.149787.1436 fatcat:ilh7ikywjvfvxfh6yykjfsnali

The anatomy of the data-driven smart sustainable city: instrumentation, datafication, computerization and related applications

Simon Elias Bibri
2019 Journal of Big Data  
Moreover, research on big data applications in the context of smart cities tends to deal largely with economic growth, the quality of life, and governance (e.g., [5, 8, 15, 26, 30-33, 35, 49] while overlooking  ...  This study intervenes in the existing scholarly conversation by bringing new insights to and informing the ongoing debate on smart sustainable urbanism in light of big data science and analytics.  ...  As far as research centers and innovation labs are concerned, they are associated with research and innovation for the purpose of developing and disseminating urban intelligence functions.  ... 
doi:10.1186/s40537-019-0221-4 fatcat:2wsib6yi3bfbzfaxjqlidsfiwe
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