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Neural Embeddings of Scholarly Periodicals Reveal Complex Disciplinary Organizations [article]

Hao Peng, Qing Ke, Ceren Budak, Daniel M. Romero, Yong-Yeol Ahn
2021 arXiv   pre-print
We demonstrate that our periodical embeddings encode nuanced relationships between periodicals as well as the complex disciplinary and interdisciplinary structure of science, allowing us to make cross-disciplinary  ...  Here, we propose a neural embedding technique that leverages the information contained in the citation network to obtain continuous vector representations of scientific periodicals.  ...  This material is based upon work supported by the Air Force Office of Scientific Research under award number FA9550-19-1-0391.  ... 
arXiv:2001.08199v2 fatcat:575propkdrazhjjbyy3gzkqyjy

Neural embeddings of scholarly periodicals reveal complex disciplinary organizations

Hao Peng, Qing Ke, Ceren Budak, Daniel M Romero, Yong-Yeol Ahn
2021 Science Advances  
We demonstrate that our periodical embeddings encode nuanced relationships between periodicals and the complex disciplinary and interdisciplinary structure of science, allowing us to make cross-disciplinary  ...  Here, we propose a neural embedding technique that leverages the information contained in the citation network to obtain continuous vector representations of scientific periodicals.  ...  A public repository of our data is available at: https://doi. org/10.6084/m9.figshare.13007650. Additional data related to this paper may be requested from the authors.  ... 
doi:10.1126/sciadv.abb9004 pmid:33893092 pmcid:PMC8064639 fatcat:ajkliydplfe6fpthcldlrwyk2i

Delineating Knowledge Domains in the Scientific Literature Using Visual Information [article]

Sean Yang, Po-shen Lee, Jevin D. West, Bill Howe
2019 arXiv   pre-print
Figures are an important channel for scientific communication, used to express complex ideas, models and data in ways that words cannot.  ...  Our ultimate aim is to better leverage these information-dense objects to improve scientific communication across disciplinary boundaries.  ...  Figures are mapped to vectors using ResNet-50, dimension-reduced, then organized into a histogram for each eld. Figure 2 : 2 Examples of neural network diagram and embedding visualization.  ... 
arXiv:1908.07465v1 fatcat:5hdvj7fiqrc77lc43kouoq6ky4

Mobility in Unsupervised Word Embeddings for Knowledge Extraction—The Scholars' Trajectories across Research Topics

Gianfranco Lombardo, Michele Tomaiuolo, Monica Mordonini, Gaia Codeluppi, Agostino Poggi
2022 Future Internet  
to extract knowledge in a semantic realm, such as a semantic space of words and topics, looking for latent trajectories that can benefit the properties of neural network latent representations.  ...  At the same time, in the Natural Language Processing (NLP) domain pre-trained models such as BERT and word embedding algorithms such as Word2Vec enabled a rich encoding of words that allows mapping textual  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/fi14010025 fatcat:guqtvicgvngtlenjn2nigogcvi

Is Social Simulation a Social Science Outstation? A Bibliometric Analysis of the Impact of JASSS

Flaminio Squazzoni, Niccolò Casnici
2013 Journal of Artificial Societies and Social Simulation  
On the other hand, this may indicate that the cross-disciplinary nature of JASSS allows it to promulgate social science theories and findings in other distant communities.  ...  Looking at interjournal citations revealed an interesting citation structure: JASSS collected its largest percentage of citations from non-social science-focused journals while directing more citations  ...  We would like to thank the Forum editor for remarks and comments on a preliminary version of the paper.  ... 
doi:10.18564/jasss.2192 fatcat:nrhag74a5rav7dncmeqhyl5rwq

A Dynamic Systems Framework for Gender/Sex Development: From Sensory Input in Infancy to Subjective Certainty in Toddlerhood

Anne Fausto-Sterling
2021 Frontiers in Human Neuroscience  
We know little about how the precursors to gender/sex identity form during the intersubjective period, nor how they transform into an independent sense of self by 3 years of age.  ...  From 15 to 18 months (which I label Phase 2) there are few reports of newly appearing gender/sex behavioral differences, and I hypothesize that this absence reflects a period of developmental instability  ...  Self-organizing systems are often complex, heterogeneous, and encompass multiple levels of biological and social organization (Kelso, 1995; Warren, 2006) .  ... 
doi:10.3389/fnhum.2021.613789 pmid:33897391 pmcid:PMC8062721 fatcat:c7jjufrllzglfhmrbenbcw2mnm

The Use of Academic Social Networking Sites in Scholarly Communication: Scoping Review

Milkyas Hailu, Jianhua Wu
2020 Data and Information Management  
AbstractThis research provides a systematic analysis of 115 previous literatures on the use of academic social networking sites (ASNs) in scholarly communication.  ...  Previous research on the subject has mainly taken a disciplinary and user perspective.  ...  They found that the overall availability of publications in RG increased from 41% to 49% within the study period.  ... 
doi:10.2478/dim-2020-0050 fatcat:ogwzdeopzrhmhpkil3lmbjbk5m

The dynamics of interdisciplinary research fields: the case of river research

Pim Vugteveen, Rob Lenders, Peter Van den Besselaar
2014 Scientometrics  
Approaches to cross-disciplinary research Cross-disciplinary research (CDR) is attracting a lot of attention, as it is expected to produce more often societal relevant and scholarly innovative outcomes  ...  And one may then ask whether the degree of interdisciplinarity of the department correlates with e.g., scholarly performance, or with interdisciplinary output, or with societal relevance of the research  ...  Acknowledgments This study has been partly financed by the Interdepartmental Institute Science & Society of the Radboud University Nijmegen (grant W&S 2004-04), and by the Kennis voor Klimaat (Knowledge  ... 
doi:10.1007/s11192-014-1286-7 fatcat:przma7txnzcmlpzsjo7dkmcajq

The hazards of time

AC Nobre, A Correa, JT Coull
2007 Current Opinion in Neurobiology  
In this paper, we will highlight some evidence revealing the pervasive effects of temporal expectations in modulating perception and action, and reflect on the current state of understanding about their  ...  underlying neural systems and mechanisms.  ...  This scholarly book is the ideal starting point for beginners wishing to enter the world of brain oscillations.  ... 
doi:10.1016/j.conb.2007.07.006 pmid:17709239 fatcat:f7walbj4u5f6tbsgsjgfklpvp4

From Symbols to Embeddings: A Tale of Two Representations in Computational Social Science

Huimin Chen, Cheng Yang, Xuanming Zhang, Zhiyuan Liu, Maosong Sun, Jianbin Jin
2021 Journal of Social Computing  
From the statistics of these applications, we unearth the strength of each kind of representations and discover the tendency that embedding-based representations are emerging and obtaining increasing attention  ...  Afterwards, we present the applications of the above representations based on the investigation of more than 400 research articles from 6 top venues involved with CSS.  ...  news periods.  ... 
doi:10.23919/jsc.2021.0011 fatcat:sczl7racpng75agdrddgnrex3q

Inaugural issue perspectives on Information and Learning Sciences as an integral scholarly Nexus

Rebecca Reynolds, Sam Chu, June Ahn, Simon Buckingham Shum, Preben Hansen, Caroline Haythornthwaite, Hong Huang, Eric M. Meyers, Soo Young Rieh
2019 Information and Learning Science  
The article, authored by the journal co-editors and all associate editors, explores the lineage of scholarly undertakings that have contributed to the journal's new scope and mission, which includes past  ...  Purpose -Many of today's information and technology systems and environments facilitate inquiry, learning, consciousness-raising and knowledge-building.  ...  to other learners; embedded tutors (2016).  ... 
doi:10.1108/ils-01-2019-138 fatcat:nxdu6mihyjc2bhu3dd7pctlv5q

From Symbols to Embeddings: A Tale of Two Representations in Computational Social Science [article]

Huimin Chen, Cheng Yang, Xuanming Zhang, Zhiyuan Liu, Maosong Sun, Jianbin Jin
2021 arXiv   pre-print
From the statistics of these applications, we unearth the strength of each kind of representations and discover the tendency that embedding-based representations are emerging and obtaining increasing attention  ...  Specifically, we summarize existing representations into two schemes, namely symbol-based and embedding-based representations, and introduce a series of typical methods for each scheme.  ...  rest periods)  ... 
arXiv:2106.14198v1 fatcat:dvy5awnfuvbnnkzusjl5wbhfki

A Framework to Explore the Knowledge Structure of Multidisciplinary Research Fields

Shahadat Uddin, Arif Khan, Louise A. Baur, Frederique Lisacek
2015 PLoS ONE  
Understanding emerging areas of a multidisciplinary research field is crucial for researchers,policymakers and other stakeholders.  ...  But with the vast amount of available online information it is often hard to understand the knowledge structure for data.  ...  Acknowledgments The authors like to express their sincere gratitude to Jeremy Cullis, faculty liaison librarian of University of Sydney medical science library for helping out in keyword categorization  ... 
doi:10.1371/journal.pone.0123537 pmid:25915521 pmcid:PMC4410998 fatcat:i3zqpvz3hnhbjmjslq34qiji4u

Scientometric Analysis and Classification of Research Using Convolutional Neural Networks: A Case Study in Data Science and Analytics

Mohammad Daradkeh, Laith Abualigah, Shadi Atalla, Wathiq Mansoor
2022 Electronics  
This study presents a deep learning approach for scientometric analysis and classification of scientific literature based on convolutional neural networks (CNN).  ...  This study provides a methodological guide for fine-grained classification of scientific literature and a thorough investigation of its practice.  ...  [31] presented a comprehensive characterization study using neural networks and word embedding models to organize articles by WoS topic categories and focused on the use of these moderately novel NLP  ... 
doi:10.3390/electronics11132066 fatcat:yhb7o7scinbzbhvbqhc2jyh3za

Reconstructing Nonparametric Productivity Networks

Moriah B. Bostian, Cinzia Daraio, Rolf Färe, Shawna Grosskopf, Maria Grazia Izzo, Luca Leuzzi, Giancarlo Ruocco, William L. Weber
2020 Entropy  
We find significant interactions between related disciplinary research output, both in terms of quantity and quality.  ...  To illustrate, we apply our framework to analyze the production of knowledge, via own and cross-disciplinary research, for a world-country panel of bibliometric data.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/e22121401 pmid:33322452 fatcat:e7b6agezcvdx7gx56u5knrwb5q
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