分类:科学计量学导引
来自Big Physics
核心思路和理念
基于网络科学的大科学学
系联、间接影响
从科学(作者、论文、概念)到科学,从科学(论文)到技术(专利),从技术到技术,从科学和技术到产品,从产品到产品,从产品到研发经费,从科学研究到科学的传播和学习
数据框架、问题框架、计算分析方法、实践检验、促进科学技术的发展转播和学习
为了建立这个框架而做的具体研究
本书的写作目的:把科学计量学的研究对象、研究问题和典型思维方式以及分析方法,以及这个学科如何服务于社会和其他学科,用统一的框架呈现出来,促进学科的成熟和发展。将来,这个学科的研究就可以表述成为:在这个基础数据框架(有必要也是可以更新这个数据框架的)上,我们研究什么问题,我们需要什么方法,可以发挥什么作用。
科学计量学的学科大图景
典型研究对象、典型研究问题、典型思维方式、典型分析方法、和世界以及其他学科的关系。暂时见[吴金闪的工作和思考]博客站点上的[什么是科学计量学],其中也包含一些重要综述论文[1]、经典文献和教材引用错误:没有找到与</ref>
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- ↑ 1.0 1.1 John Mingers, Loet Leydesdorff, A review of theory and practice in scientometrics, European Journal of Operational Research, 246(1), 2015, 1-19, ISSN 0377-2217, https://doi.org/10.1016/j.ejor.2015.04.002
- ↑ Harinarayana, N. S. (2015) Data sources and software tools for bibliometric studies.
- ↑ Müller, MC., Reitz, F. & Roy, N. Data sets for author name disambiguation: an empirical analysis and a new resource, Scientometrics (2017) 111: 1467. https://doi.org/10.1007/s11192-017-2363-5 .
- ↑ Staša Milojević, Accuracy of simple, initials-based methods for author name disambiguation, Journal of Informetrics 7, 767-773(2013). https://doi.org/10.1016/j.joi.2013.06.006 .
- ↑ Christian Schulz, Amin Mazloumian, Alexander M Petersen, Orion Penner and Dirk Helbing, Exploiting citation networks for large-scale author name disambiguation, EPJ Data Science 20143:11 https://doi.org/10.1140/epjds/s13688-014-0011-3 .
- ↑ Jinseok Kim and Jana Diesner, Distortive effects of initial‐based name disambiguation on measurements of large‐scale coauthorship networks, JASIST, 67, 1446-1461(2016). https://doi.org/10.1002/asi.23489 .
- ↑ Wei-Sheng Chin, Yong Zhuang, Yu-Chin Juan, Felix Wu, Hsiao-Yu Tung, Tong Yu, Jui-Pin Wang, Cheng-Xia Chang, Chun-Pai Yang, Wei-Cheng Chang, Kuan-Hao Huang, Tzu-Ming Kuo, Shan-Wei Lin, Young-San Lin, Yu-Chen Lu, Yu-Chuan Su, Cheng-Kuang Wei, Tu-Chun Yin, Chun-Liang Li, Ting-Wei Lin, Cheng-Hao Tsai, Shou-De Lin, Hsuan-Tien Lin, Chih-Jen Lin; Effective String Processing and Matching for Author Disambiguation http://jmlr.org/papers/v15/chin14a.html .
- ↑ Roberta Sinatra, Dashun Wang, Pierre Deville, Chaoming Song, Albert-László Barabási, Quantifying the evolution of individual scientific impact, Science 354(6312), aaf5239(2016), DOI: 10.1126/science.aaf5239 .
- ↑ Gunnar Sivertsen, Publication-Based Funding: The Norwegian Model, Research Assessment in the Humanities, 79-90(2016).
- ↑ Waltman, Ludo, A review of the literature on citation impact indicators, JOURNAL OF INFORMETRICS, 10(2) 365-391(2016), DOI: 10.1016/j.joi.2016.02.007 .
- ↑ 吴金闪,狄增如,从统计物理学看复杂网络研究,物理学进展,24(1),18-46(2004).
- ↑ Albert-László Barabási, Network Science, http://networksciencebook.com/ .
- ↑ MEJ Newman, Introduction to Networks.
- ↑ 汪小帆, 李翔 , 陈关荣, 《网络科学导论》.
- ↑ 吴金闪,《系统科学导引》, http://www.systemsci.org/jinshanw/books.
- ↑ An Zeng, Zhesi Shen, Jianlin Zhou, Jinshan Wu, Ying Fan, Yougui Wang, H Eugene Stanley. 2017. "The science of science: From the perspective of complex systems." PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 714, 1-74 (2017).
- ↑ Carl T. Bergstrom, Jevin D. West and Marc A. Wiseman, The Eigenfactor™ Metrics, Journal of Neuroscience, 28 (45) 11433-11434(2008). DOI: https://doi.org/10.1523/JNEUROSCI.0003-08.2008 .
- ↑ Boyack, K. W., & Klavans, R. (2010). Co-citation analysis, bibliographic coupling, and direct citation: Which citation approach represents the research front most accurately? Journal of the American Society for Information Science and Technology, 61(12), 2389–2404.
- ↑ Waltman, L., & van Eck, N. J. (2012). A new methodology for constructing a publication-level classification system of science. Journal of the American Society for Information Science and Technology, 63(12), 2378–2392.
- ↑ Blei, D. M. (2012). Probabilistic topic models. Communications of the ACM, 55(4), 77–84.
- ↑ Glänzel, W., & Thijs, B. (2017). Using hybrid methods and `core documents’ for the representation of clusters and topics: The astronomy dataset. In J. Gläser, A. Scharnhorst & W. Glänzel (Eds.), Same data—different results? Towards a comparative approach to the identification of thematic structures in science, Special Issue of Scientometrics. doi:10.1007/s11192-017-2301-6 .
- ↑ Mikolov, Tomas; et al. "Efficient Estimation of Word Representations in Vector Space". arXiv:1301.3781.
- ↑ Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014. GloVe: Global Vectors for Word Representation.
- ↑ https://radimrehurek.com/gensim/models/doc2vec.html, https://deeplearning4j.org/docs/latest/deeplearning4j-nlp-doc2vec .
- ↑ node2vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016.
- ↑ Narin F, Hamilton K S, Olivastro D. Linkage between agency-supported research and patented industrial technology[J]. Research Evaluation, 1995, 5(3):183-187.
- ↑ Narin F, Hamilton K S, Olivastro D. The increasing linkage between U.S. technology and public science[J]. Research Policy, 1997, 26(3):317-330.
- ↑ Narin F, Olivastro D. Linkage between patents and papers: An interim EPO/US comparison[J]. Scientometrics, 1998, 41(1):51-59.
- ↑ Narin F. Patent bibliometrics[J]. Scientometrics, 1994, 30(1):147-155.
- ↑ Narin F. Tracing the paths from basic research to economic impact[J]. F&M Scientist, 2012.
- ↑ Verbeek A, Debackere K, Luwel M, et al. Linking science to technology: Using bibliographic references in patents to build linkage schemes[J]. Scientometrics, 2002, 54(3):399-420.
- ↑ Li D., Azoulay P., Sampat B.N. The applied value of public investments in biomedical research[J]. Science, 2017, 356 78-81.
- ↑ Zhesi Shen, Liying Yang, Jiansuo Pei, Menghui Li, Chensheng Wu, Jianzhang Bao, Tian Wei, Zengru Di, Ronald Rousseau, Jinshan Wu, Interrelations among scientific fields and their relative influences revealed by an input–output analysis, Journal of Informetrics 10, 82-97(2016). Doi:10.1016/j.joi.2015.11.002.
- ↑ Xiaodan Zhu, Peter Turney, Daniel Lemire & André Vellino, Measuring academic influence: Not all citations are equal, Journal of the Association for Information Science and Technology, 66(2), 408, DOI: http://doi.org/10.1002/asi.23179
- ↑ Marco Valenzuela, Vu Ha and Oren Etzioni, Identifying Meaningful Citations, http://go.nature.com/2th2voa
- ↑ James R. Clough, Jamie Gollings, Tamar V. Loach & Tim S. Evans, Transitive reduction of citation networks, J Complex Netw (2015) 3 (2): 189-203. DOI: https://doi.org/10.1093/comnet/cnu039
- ↑ Munui Kim Injun Baek Min Song, Topic diffusion analysis of a weighted citation network in biomedical literature, JOURNAL OF THE ASSOCIATION FOR INFORMATION SCIENCE AND TECHNOLOGY 69(2)329-342(2018) https://doi.org/10.1002/asi.23960
- ↑ Ronald Rousseau and Leo Egghe and Raf Guns,Becoming Metric-Wise:A Bibliometric Guide for Researchers, Chandos Publishing,2018.
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