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Citation Cascade and the Evolution of Topic Relevance [article]

Chao Min, Qingyu Chen, Erjia Yan, Yi Bu, Jianjun Sun
2020 arXiv   pre-print
Adding to the literature on high order citations, we introduce the concept of a citation cascade: the constitution of a series of subsequent citing events initiated by a certain publication.  ...  However, a series of early and recent studies demonstrate the existence of indirect and continuous citation impact across generations.  ...  Relevance evolution across citation generations In the previous section, we investigated topic relevance on the micro level (within an individual cascade).  ... 
arXiv:2004.12275v1 fatcat:zqsivp3etnf27c7yektdxozpnq

References of References: How Far is the Knowledge Ancestry [article]

Chao Min, Jiawei Xu, Tao Han, Yi Bu
2021 arXiv   pre-print
shape; and (3) citations more than one generation away are still relevant to the focal paper, from either a forward or backward perspective; yet, backward citation generations are higher in topic relevance  ...  Furthermore, the backward citation generations shed lights for literature recommendation, science evaluation, and sociology of science studies.  ...  ACKNOWLEDGMENTS The authors acknowledge the American Physical Society for publicly share their dataset for research.  ... 
arXiv:2101.08577v2 fatcat:orn7y7adkjh2ra5isga5kxmqd4

Visualizing a field of research: A methodology of systematic scientometric reviews

Chaomei Chen, Min Song, Wolfgang Glanzel
2019 PLoS ONE  
The method, through cascading citation expansion, provides a practical connection between studies of science from local and global perspectives.  ...  What can we do to reduce the risk of missing something potentially significant? How can we compare different search strategies in terms of the relevance and specificity of topical areas covered?  ...  Acknowledgments We are grateful to Neil Smalheiser for his valuable suggestions on the paper. The work is supported by the SciSIP Program of the National Science Foundation (Award #1633286).  ... 
doi:10.1371/journal.pone.0223994 pmid:31671124 pmcid:PMC6822756 fatcat:y7snvstntnftheu7exelqz7xau

How Citation Boosts Promote Scientific Paradigm Shifts and Nobel Prizes

Amin Mazloumian, Young-Ho Eom, Dirk Helbing, Sergi Lozano, Santo Fortunato, Yamir Moreno
2011 PLoS ONE  
Given that innovations must outcompete the rich-gets-richer effect for scientific citations, it turns out that they can make their way only through citation cascades.  ...  Science appears to behave like a self-organized critical system, in which citation cascades of all sizes occur, from continuous scientific progress all the way up to scientific revolutions, which change  ...  Acknowledgments We acknowledge the use of ISI Web of Science data of Thomson Reuters for our citation analysis. Author Contributions  ... 
doi:10.1371/journal.pone.0018975 pmid:21573229 pmcid:PMC3087729 fatcat:v5co5ipmovghpk46dnmyoqlbpu

Socio-semantic dynamics in a blog network [article]

Jean-Philippe Cointet
2009 arXiv   pre-print
We adopt an empirical standpoint by analyzing the semantic and social activity of a portion of the US political blogosphere, monitored on a period of four months.  ...  We claim that the social and semantic dimensions are essentially co-determined and propose to investigate the co-evolutionary dynamics of the blogosphere by examining two intertwined issues: First, how  ...  We warmly thank Franck Sajous for NLP assistance; and RTGI and Guilhem Fouetillou for providing the original dataset and relevant feedback.  ... 
arXiv:0909.3080v1 fatcat:6jxysgs4pbgc7itm2gabaef3ku

HawkesTopic: A Joint Model for Network Inference and Topic Modeling from Text-Based Cascades

Xinran He, Theodoros Rekatsinas, James R. Foulds, Lise Getoor, Yan Liu
2015 International Conference on Machine Learning  
HT-M combines Hawkes processes and topic modeling to simultaneously reason about the information diffusion pathways and the topics characterizing the observed textual information.  ...  Understanding the diffusion of information in social networks and social media requires modeling the text diffusion process.  ...  , of IARPA, DARPA, DoI/NBC, or the U.S.  ... 
dblp:conf/icml/HeRFGL15 fatcat:54dsntrdlfb4ppqttwlwldoac4

Identifying breakthrough scientific papers

Pavel Savov, Adam Jatowt, Radoslaw Nielek
2020 Information Processing & Management  
We indicate significant years and demonstrate examples of highly-ranked papers, thus providing a novel insight on the evolution of the two conferences.  ...  A B S T R A C T Citation analysis does not tell the whole story about the innovativeness of scientific papers.  ...  More recently Chen, Tsutsui, Ding, and Ma (2017) studied the evolution of topics in the field of information retrieval (IR).  ... 
doi:10.1016/j.ipm.2019.102168 fatcat:qvfdidqv25fyvc7stcahikxjfa

Innovativeness Analysis of Scholarly Publications by Age Prediction Using Ordinal Regression [chapter]

Pavel Savov, Adam Jatowt, Radoslaw Nielek
2020 Lecture Notes in Computer Science  
This also allows for better understanding of the evolution of research topics.  ...  Given a diachronic corpus of papers from a particular field of study, published over a period of a number of years, we extract latent topics and train an ordinal regression model to predict publication  ...  Moreover, CTM allowed to better model and understand the evolution of research topics over time.  ... 
doi:10.1007/978-3-030-50417-5_48 fatcat:x7yhyjf5afb5rdqoi2qbpvmtee

Socio-semantic Dynamics in a Blog Network

Jean-Philippe Cointet, Camille Roth
2009 2009 International Conference on Computational Science and Engineering  
We adopt an empirical standpoint by analyzing the semantic and social activity of a portion of the US political blogosphere, monitored on a period of four months.  ...  We claim that the social and semantic dimensions are essentially co-determined and propose to investigate the co-evolutionary dynamics of the blogosphere by examining two intertwined issues: first, how  ...  We warmly thank Franck Sajous for NLP assistance; and RTGI and Guilhem Fouetillou for providing the original dataset and relevant feedback.  ... 
doi:10.1109/cse.2009.105 dblp:conf/cse/CointetR09 fatcat:fj3auoczg5aqhgoxhg3rcxhuo4

Using network science and text analytics to produce surveys in a scientific topic

Filipi N. Silva, Diego R. Amancio, Maria Bardosova, Luciano da F. Costa, Osvaldo N. Oliveira
2016 Journal of Informetrics  
With the methodology, it was also possible to assess the interdisciplinary and time evolution of subtopics defined by the keywords.  ...  We built citation networks using data from the Web of Science and used a community detection algorithm for partitioning to obtain science maps of the fields considered.  ...  Citation networks can be transformed into science maps if the most relevant topics and their interrelationships are identified.  ... 
doi:10.1016/j.joi.2016.03.008 fatcat:bf3rj26uprearjqm4huwpyvheu

Breaking the News

Andreas Spitz, Michael Gertz
2015 Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2015 - ASONAM '15  
We present a data set of news articles that, while it is extremely sparse and lightweight, still contains information relevant to the propagation of information in mass media and is remarkably similar  ...  to scientific citation networks, thus opening the door to the use of established methodologies from scientometrics and bibliometrics in the analysis of online news propagation.  ...  Network evolution For time-ordered networks, network evolution is a natural topic of interest.  ... 
doi:10.1145/2808797.2809380 dblp:conf/asunam/SpitzG15 fatcat:equch4xf3jh6nnhuhg6kffumpm

Editorial: Hormones and Life History Strategies

Sarah McMenamin, Fedor Shkil, Takashi Koyama
2022 Frontiers in Ecology and Evolution  
stage relevant to the work).  ...  relevance of diverse non-model species.  ... 
doi:10.3389/fevo.2022.838555 fatcat:mehptig4tfavxm4olemb3ryw7m

Will This Paper Increase Your h-index? [chapter]

Yuxiao Dong, Reid A. Johnson, Nitesh V. Chawla
2015 Lecture Notes in Computer Science  
and the co-authors' hindices are of surprisingly little relevance.  ...  We find that the researcher's authority on the publication topic and the venue in which the paper is published are crucial factors to the increase of the primary author's h-index, while the topic popularity  ...  IGR is used to decide the relevant extent of features. Here, IGR is between 0 and 1, with higher values indicating greater relevance.  ... 
doi:10.1007/978-3-319-23461-8_26 fatcat:a5empx2mbveuhh5jj3g6t25p2i

Preference Enhanced Social Influence Modeling for Network-Aware Cascade Prediction [article]

Likang Wu, Hao Wang, Enhong Chen, Zhi Li, Hongke Zhao, Jianhui Ma
2022 arXiv   pre-print
Our end-to-end method makes the user activating process of information diffusion more adaptive and accurate.  ...  Network-aware cascade size prediction aims to predict the final reposted number of user-generated information via modeling the propagation process in social networks.  ...  ACKNOWLEDGMENTS This research was partially supported by grants from National Natural Science Foundation of China (Grants No. U20A20229, 72101176).  ... 
arXiv:2204.08229v1 fatcat:elakdyflbfgm3kjpjtquvtylia

Why do we need algorithmic historiography?

Eugene Garfield, A. I. Pudovkin, V. S. Istomin
2003 Journal of the American Society for Information Science and Technology  
By creating a genealogic profile of the evolution, the program aids the scholar in evaluating the paradigm involved.  ...  This article discusses the rationale for creating historiographs of scholarly topics using a new program called HistCite™, which produces a variety of analyses to aid the historian identify key events  ...  WoS CS is Global Citation Source. FIG. 13. Chronologic view of all papers published in Evolution, 1947 TO 1998 using an earlier version of HistCite software.  ... 
doi:10.1002/asi.10226 fatcat:shexjt365jebboszguk2hyeas4
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