收稿日期: 2015-03-12
修回日期: 2015-04-22
网络出版日期: 2015-05-20
基金资助
本文系中国科学技术信息研究所预研项目"基于主题模型的技术演化分析方法研究"(项目编号:YY2015-16)研究成果之一。
Research on Multiple Main Paths Method Oriented to Analysis of Technological Evolution
Received date: 2015-03-12
Revised date: 2015-04-22
Online published: 2015-05-20
陈亮 , 杨冠灿 , 张静 , 范云满 . 面向技术演化分析的多主路径方法研究[J]. 图书情报工作, 2015 , 59(10) : 124 -130,115 . DOI: 10.13266/j.issn.0252-3116.2015.10.018
[Purpose/significance]Based on current development of technological evolution analysis methods, this paper proposes a new method which can highlight main technology paths simultaneously on certain field.[Method/process]Taking global optimum of certain defined function as heuristics, this method applies text mining and dynamic programming on patent citation network to search multiple main paths which focus on certain technology topics, so enable researchers to overview main trajectories for technologies focusing on different topics, then explore relation between these technologies.[Result/conclusion]We apply this method on technology of hard disk drive head, and the empirical result shows that it can extract evolution trajectories of main technology in target field effectively.
[1] Su Hsin Ning,Lee Pei Chun.Dynamic and quantitative exploration on technology evolution mechanism : The case of electrical conducting polymer anocomposite[C]//Kocaoglu D F,Anderson T R,Daim T U,et al.Porland International Conference on Management of Engineering & Technology 2009.Piscataway:IEEE,2009:2433-2440.
[2] Batagelj V, Kejar N, Korenjak-erne S, et al. Analyzing the structure of U.S.patents network[M]//Batagelj V,Bock H -H,Ferligoj A,et al.Data Science and Classification: Studies in Classification, Data Analysis, and Knowledge Organization.Berlin: Springer, 2006: 141-148.
[3] Martinelli A. An emerging paradigm or just another trajectory? Understanding the nature of technological changes using engineering heuristics in the telecommunications switching industry[J]. Research Policy, 2012, 41(2): 414-429.
[4] Verspagen B. Mapping technological trajectories as patent citation networks: A study on the hstory of fuel cell research[EB/OL].[2015-03-23].http://cms.tm.tue.nl/Ecis/Files/papers/wp2005/eciswp133.pdf.
[5] Mina A,Ramlogan R,Tampubolon G,et al.Mapping evolutionary trajectories:Applications to the growth and transformation of medical knowledge[J].Research Policy,2007,36(5):789-806.
[6] Choi C,Park Y,Monitoring the organic structure of technology based on the patent development paths[J].Technological Forecasting & Social Change,2009,76(6): 754-768.
[7] Huang Mu Hsuan,Chiang Li Yun,Chen Dar Zen. Constructing a patent citation map using bibliographic coupling:A study of Taiwan's high-tech companies[J]. Scientometrics, 2003, 58(3): 489-506.
[8] Yoon B,Park Y.A text-mining-based patent network:Analytical tool for high-technology trend[J],The Journal of High Technology Management Research,2004,15(1):37-50.
[9] Kim Y G,Suh J H,Park S C.Visualization of patent analysis for emerging technology[J]Expert System with Application,2008,34(3):1804-1812.
[10] 方曙,胡正银,庞弘燊,等.基于专利文献的技术演化分析方法研究[J].图书情报工作,2011,55(22):42-46.
[11] Garfield E.Citation indexing-Its theory and application in science,technology and humanities[M].Philadelphia: ISI Press, 1983.
[12] Fleming L.Recombinant uncertainty in technological search[J].Management Science,2001,47(1):117-132.
[13] Hommon N P, Dereian P. Connectivity in a citation network:The development of DNA theory[J]. Social Networks, 1989, 11(1): 39-63.
[14] Batagelj V. Efficient algorithms for citation network analysis[EB/OL].[2015-03-08]. http://www.imfm.si/preprinti/PDF/00897.pdf.
[15] Liu John S,Lu Louis Y Y,Lu Wen Min,et al.Data envelopment analysis 1978-2010:A citation-based literature survey[J].Omega,2013,41(1):3-15.
[16] Blei D M, Andrew N Y,Jordan M I.Latent dirichlet allocation[J].Journal of Machine Learning Research,2003(3):993-1022.
[17] Landauer T K.An introduction to latent semantic analysis[EB/OL].[2015-03-05]. http://lsa.colorado.edu/papers/dp1.LSAintro.pdf.
[18] Hofmann T.Probabilistic latent semantic indexing[EB/OL]. [2015-03-05].http://cs.brown.edu/~th/papers/Hofmann-SIGIR99.pdf.
[19] Cormen T,Leiserson C,Rivest R. Introduction to algorithms[M]. Cambridge:The MIT Press,2009.
[20] Edward G,Roger F.Future trend in hard disk drives[J].IEEE Transaction on Magnetic,1996,32(3):1850-1854.
[21] Christensen C.The innovator's dilemma[M].Boston:Harvard Business School Press,2011.
[22] Redim R,Petr S.Software framework for topic modelling with large corpora[EB/OL]. [2015-03-05]. http://radimrehurek.com/gensim/lrec2010_final.pdf.
[23] Bird S,Klein E,Loper E,Natural Language Processing with Python[M].Sebastopol:O'Reilly Media Inc,2009.
[24] Hagberg A,Schult D,Swart P.Exploring network structure, dynamics, and function using NetworkX[EB/OL].[2015-04-06].http://math.lanl.gov/~hagberg/Papers/hagberg-2008-exploring.pdf.
[25] Keiichi N,Arata J,Takahiro I,et al.CPP-GMR technology for future high-density magnetic recording[EB/OL]. [2013-08-05].http://www.fujitsu.com/downloads/MAG/vol42-1/paper17.pdf.
[26] Disk read-and-write head[EB/OL].[2015-03-05].http://en.wikipedia.org/wiki/Disk_read-and-write_head.
[27] Keiichi N,Arata J,Takahiro I,et al.CPP-GMR technology for future high-density magnetic recording[EB/OL].[2015-03-05].http://www.fujitsu.com/downloads/MAG/vol42-1/paper17.pdf.
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