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Learning analytics: From big data to meaningful data

Agathe Merceron, Paulo Blikstein, George Siemens
2015 Journal of Learning Analytics  
In this paper, we present a set of guiding principles and recommendations derived from the LATUX workflow.  ...  Finally, the paper proposes a research agenda to support designers and implementers of learning analytics interfaces. 1  ...  From a SE perspective, stakeholder identification is a basic step for successful design (Sommerville, 2011) .  ... 
doi:10.18608/jla.2015.23.2 fatcat:bjjfzuiekjhylo75viferkt7la

The social sciences and the web: From 'Lurking' to interdisciplinary 'Big Data' research

John Bone, Chukwuemeka David Emele, Adeniyi Abdul, George Coghill, Wei Pang
2016 Methodological Innovations  
Big data' is an area of growing research interest within sociology and numerous other disciplines.  ...  This article addresses such issues, providing a reflection on the theoretical and practical experience of engaging in online research, from fledgling involvement to embarking on a current collaborative  ...  However, we decided to include them with the evident caveat that they are less reliable than data produced from the larger samples on 6 and 8 May.  ... 
doi:10.1177/2059799116630665 fatcat:srssy5tu4zgs7hd5z5hiwla4wy

How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science [chapter]

G. Amato, L. Candela, D. Castelli, A. Esuli, F. Falchi, C. Gennaro, F. Giannotti, A. Monreale, M. Nanni, P. Pagano, L. Pappalardo, D. Pedreschi (+7 others)
2017 Studies in Big Data  
SoBigData will serve the wide cross-disciplinary community of data scientists, i.e., researchers studying all aspects of societal complexity from a data-and model-driven perspective, including data and  ...  Big data have been blossoming together with the hope to harness the knowledge they hide to solve the key problems of society, business and science.  ... 
doi:10.1007/978-3-319-61893-7_17 fatcat:wzk6jc6ounenrexcvmo4aw72ja

Connectivity and complex systems: learning from a multi-disciplinary perspective

Laura Turnbull, Marc-Thorsten Hütt, Andreas A. Ioannides, Stuart Kininmonth, Ronald Poeppl, Klement Tockner, Louise J. Bracken, Saskia Keesstra, Lichan Liu, Rens Masselink, Anthony J. Parsons
2018 Applied Network Science  
We draw upon discipline-specific insights from Computational Neuroscience, Ecology, Geomorphology, Neuroscience, Social Network Science and Systems Biology to explore the use of connectivity among these  ...  In recent years, parallel developments in disparate disciplines have focused on what has come to be termed connectivity; a concept used in understanding and describing complex systems.  ...  Acknowledgements: We are grateful for support received from the EU COST action 1306 which facilitated interdisciplinary discussions.  ... 
doi:10.1007/s41109-018-0067-2 pmid:30839779 pmcid:PMC6214298 fatcat:hcznfb3pw5hgbji4mh2l4uz2im

Big data integration for transition from e-learning to smart learning framework

Prakash Kumar Udupi, Puttaswamy Malali, Herald Noronha
2016 2016 3rd MEC International Conference on Big Data and Smart City (ICBDSC)  
In this perspective, this paper introduces a reference architecture for the development of future and big-data-capable e-learning platforms.  ...  Also, it showcases how data can be used to enrich the learning process.  ...  BACKGROUND AND RELATED WORK In general, the design of modern learning applications is a multi-disciplinary process embracing pedagogy, psychology, instructional design, and many fields of engineering.  ... 
doi:10.1109/icbdsc.2016.7460379 fatcat:b2csbml7djbmdnocv2na35oaci

Overburdening of peer reviewers. A multi-disciplinary and multi-stakeholder perspective on causes, effects and potential policy implications [article]

Anna Severin, Joanna Chataway
2021 bioRxiv   pre-print
By means of a thematic analysis, we aimed to identify the causes of overburdening of reviewers.  ...  Aiming to explore how stakeholder groups perceive reviewing burden and what they believe to be the causes of a potential overburdening of reviewers, we conducted focus groups with early-, mid-, and senior  ...  I think the big message is […] that it is problematic for publishers trying to get a handle on a focus for a particular community for their journal to meet the needs of that particular community."  ... 
doi:10.1101/2021.01.14.426539 fatcat:epo3g4curbfhfmneyg2wopukva

From Ethnographic Research to Big Data Analytics—A Case of Maritime Energy-Efficiency Optimization

Yemao Man, Tobias Sturm, Monica Lundh, Scott N. MacKinnon
2020 Applied Sciences  
This was to contextualize the real challenges on ships and informed the need of taking a big data approach to achieve energy efficiency (EE).  ...  Previous research that can take advantages of both ethnographic studies and big data analytics to understand factors contributing to fuel consumption and seek solutions to support decision making is rather  ...  Acknowledgments: The authors want to thankfully acknowledge the shipping company for support to this work. Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/app10062134 fatcat:s24daxgzanhdbcqgbx2mgm7ede

Adaptively selecting occupations to detect skill shortages from online job ads

Nik Dawson, Marian-Andrei Rizoiu, Benjamin Johnston, Mary-Anne Williams
2019 2019 IEEE International Conference on Big Data (Big Data)  
We would like to thank Burning Glass Technologies for generously providing the data for this research.  ...  ACKNOWLEDGMENTS Marian-Andrei Rizoiu was partially funded by the Science and Industry Endowment Fund, under project no. D61 Challenge: E06.  ...  DSA skills are multi-disciplinary, adopting methods from fields such as statistics, mathematics, and computer science.  ... 
doi:10.1109/bigdata47090.2019.9005967 dblp:conf/bigdataconf/DawsonRJW19 fatcat:f6fgwxrqdnajnfw7qt6lopb7bm

Pathophysiology, screening and treatment of ROP: A multi-disciplinary perspective

Tailoi Chan-Ling, Glen A. Gole, Graham E. Quinn, Samuel J. Adamson, Brian A. Darlow
2018 Progress in retinal and eye research  
follow-up, both of which are often not easily undertaken in countries with 2229 developing neonatal intensive care. • This review takes a multi-disciplinary perspective on ROP, bringing together contributions  ...  From the outset there was agreement to pool data in a 1826 prospective individual patient data (IPD) meta-analysis that would include 5000 infants (Askie et al., 1827 (Askie et al., 2011 .  ...  Intravitreal VEGF does escape from the eye and suppresses systemic VEGF levels for up 2271 to two months and observational data are now emerging to suggest that IVB treated infants have a higher 2272 risk  ... 
doi:10.1016/j.preteyeres.2017.09.002 pmid:28958885 fatcat:szyjfxwbkngebew7mibrlkhr4u

A multi-disciplinary perspective on emergent and future innovations in peer review

Jonathan P. Tennant, Jonathan M. Dugan, Daniel Graziotin, Damien C. Jacques, François Waldner, Daniel Mietchen, Yehia Elkhatib, Lauren B. Collister, Christina K. Pikas, Tom Crick, Paola Masuzzo, Anthony Caravaggi (+21 others)
2017 F1000Research  
These developments prompted us to examine emerging models of peer review from a range of disciplines and venues, and to ask how they might address some of the issues with our current systems of peer review  ...  Rather, a team of researchers with diverse expertise in the sciences, scholarly publishing and communication, and libraries pooled their knowledge to collaboratively and iteratively analyze and report  ...  We also received significant input during two "MozSprint" (mozilla.github.io/global-sprint/) events in June 2016 and June 2017 from a range of non-authors.  ... 
doi:10.12688/f1000research.12037.1 pmid:29188015 pmcid:PMC5686505 fatcat:smf7myegjzbj7mkxadfeuza5g4

A multi-disciplinary perspective on emergent and future innovations in peer review

Jonathan P. Tennant, Jonathan M. Dugan, Daniel Graziotin, Damien C. Jacques, François Waldner, Daniel Mietchen, Yehia Elkhatib, Lauren B. Collister, Christina K. Pikas, Tom Crick, Paola Masuzzo, Anthony Caravaggi (+21 others)
2017 F1000Research  
These developments prompted us to examine emerging models of peer review from a range of disciplines and venues, and to ask how they might address some of the issues with our current systems of peer review  ...  Rather, a team of researchers with diverse expertise in the sciences, scholarly publishing and communication, and libraries pooled their knowledge to collaboratively and iteratively analyze and report  ...  We also received significant input during two "MozSprint" (mozilla.github.io/global-sprint/) events in June 2016 and June 2017 from a range of non-authors.  ... 
doi:10.12688/f1000research.12037.3 pmid:29188015 pmcid:PMC5686505 fatcat:3n6ym5rsvvdgrnhccrukymcvie

A multi-disciplinary perspective on emergent and future innovations in peer review

Jonathan P. Tennant, Jonathan M. Dugan, Daniel Graziotin, Damien C. Jacques, François Waldner, Daniel Mietchen, Yehia Elkhatib, Lauren B. Collister, Christina K. Pikas, Tom Crick, Paola Masuzzo, Anthony Caravaggi (+21 others)
2017 F1000Research  
A multi-disciplinary perspective on emergent and future innovations in 2017, :1151 (doi: peer review [version 2; referees: 1 approved, 1 approved with reservations] F1000Research 6 ) 10.12688/f1000research  ...  Yet, it seems that this is not the case, or at least there seems to be the very real perception that it is not, and this is just as important from a social perspective.  ...  In my view many of the issues arising from peer review gold standard are that it is held to a standard that was never intended for it.  ... 
doi:10.12688/f1000research.12037.2 pmid:29188015 pmcid:PMC5686505 fatcat:e72h7rvftzcpvjw4bw6tq7tht4

Biomaterial-driven in situ cardiovascular tissue engineering—a multi-disciplinary perspective

Tamar B. Wissing, Valentina Bonito, Carlijn V. C. Bouten, Anthal I. P. M. Smits
2017 npj Regenerative Medicine  
Here, we provide a multidisciplinary view on in situ cardiovascular tissue engineering using synthetic scaffolds; starting from the state-of-the art, the principles of the biomaterial-driven host response  ...  In situ tissue engineering is emerging as a disruptive new technology, providing ready-to-use biodegradable, cell-free constructs which are designed to induce regeneration upon implantation, directly in  ...  Research and Development and the Royal Netherlands Academy of Sciences.  ... 
doi:10.1038/s41536-017-0023-2 pmid:29302354 pmcid:PMC5677971 fatcat:l26dg77crnhtbn2763up2yluay

Big Science and Big Data in Biology: From the International Geophysical Year through the International Biological Program to the Long Term Ecological Research (LTER) Network, 1957–Present

Elena Aronova, Karen S. Baker, Naomi Oreskes
2010 Historical Studies in the Natural Sciences  
and the California Current Ecosystem LTER sites, for their interest in historical research relating to data practices, information management, and environmental sciences.  ...  The National Academy of Sciences is acknowledged for permission to access the IGY and IBP collections.  ...  very recently, Big Data were not as much a part of the Big Science story as big laboratories and big machines. 166 A notable exception to this is the Human Genome Project and the rise of genomics and  ... 
doi:10.1525/hsns.2010.40.2.183 fatcat:yke76nzor5do3okvugbnnsc7zi

The path from big data analytics capabilities to value in hospitals: a scoping review

Pierre-Yves Brossard, Etienne Minvielle, Claude Sicotte
2022 BMC Health Services Research  
A growing number of hospitals are investing in the development of big data analytics (BDA) capabilities.  ...  A systematic search strategy was adopted to identify relevant articles in Scopus and Web of Science.  ...  From a practical perspective, we limited our search to two databases: SCOPUS and Web of Sciences.  ... 
doi:10.1186/s12913-021-07332-0 pmid:35101026 pmcid:PMC8805378 fatcat:6rl674x6mjaedcyk6z456foodq
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