Please wait a minute...
Data Analysis and Knowledge Discovery  2020, Vol. 4 Issue (1): 26-39    DOI: 10.11925/infotech.2096-3467.2019.1201
Current Issue | Archive | Adv Search |
Advances in Patent Network
Peng Guan1(),Yuefen Wang2
1School of Economics and Law, Chaohu University, Hefei 238000, China
2School of Economics and Management, Nanjing University of Science & Technology, Nanjing 210094, China;
Download: PDF(1248 KB)   HTML ( 5
Export: BibTeX | EndNote (RIS)      
Abstract  

[Objective] The paper systematically reviews current studies on patent networks, and then summaries research questions and developing trends.[Coverage] We used “Patent Network” as search terms for the Web of Science and CNKI core journal databases, respectively. A total of 465 English papers and 196 Chinese papers were retrieved by removing the duplicated and irrelevant ones. Our final list included 106 representative articles on topic labeling.[Methods] Firstly, we used the community discovery algorithm to explore topics of the keyword co-occurrence network. Then, we extracted research topics of these Chinese and English papers to identify research trends. Finally,we reviewed papers with the highest numbers of citations from each trending topics.[Results] The construction methods of patent networks include cooperation, reference, technology transfer and technology similarity, etc. The popular research methods include social network analysis, complex network and text mining, etc.[Limitations] We only studied the representative literature, more research is needed to expand our analysis to all research topics.[Conclusions] The patent network analysis is emerging. Research on the evolution mechanism, model and simulation experiment of patent networks needs to be strengthened. More and more researchers focus on semantic analysis tendency of patent network, as well as the construction of patent comprehensive network.

Key wordsPatent Network      Social Network Analysis      Complex Netowrk      Text Mining     
Received: 04 November 2019      Published: 14 March 2020
ZTFLH:  TP391  
Corresponding Authors: Peng Guan     E-mail: guanpeng1983@163.com

Cite this article:

Peng Guan,Yuefen Wang. Advances in Patent Network. Data Analysis and Knowledge Discovery, 2020, 4(1): 26-39.

URL:

http://manu44.magtech.com.cn/Jwk_infotech_wk3/EN/10.11925/infotech.2096-3467.2019.1201     OR     http://manu44.magtech.com.cn/Jwk_infotech_wk3/EN/Y2020/V4/I1/26

Chinese Bibliography Co-words Network in “Patent Network” Field with the Number of Co-occurrences Greater than or Equal to 2
English Bibliography Co-words Network in “Patent Network” Field with the Number of Co-occurrences Greater than or Equal to 3
研究主题 关键词
专利合作网络 专利, 结构洞, 专利合作网络, 知识网络, 社会网络分析
专利引文网络 专利, 引文网络, 专利权人, 社会网络分析, 共被引网络
产学研专利合作网络 产学研, 专利分析, 知识网络, 网络结构, 专利合作网络, 社会网络分析
技术转移网络 技术转让, 专利分析, 技术转移, 社会网络分析, 校企合作, 协同创新
专利分析方法 专利分析, 专利技术, 专利情报, 社会网络分析, 可视化
专利网络演化分析 OLED, 技术创新, 专利权人, 网络演化, 专利信息
技术演化路径分析 专利, 技术路径, 创新网络, 演化路径, 专利合作网络, 时空演化
Topics and Keywords of Chinese Bibliography Extracted by CPM Algorithmin “Patent Network” Field
研究主题 关键词
patent analysis method property, natural language processing, patent analysis, technology analysis, function, patent map, patent network, patent mining, social network analysis, technology intelligence
patent cooperation network in China chinese firms, collaboration, pattern, configuration, innovation capability, co-patenting,
partner portfolio, evolution
evolutionary analysis of patent cooperation network co-invention, proximity, co-patenting, biotechnology, knowledge exchange, networks
patent text mining topic model, text mining, network analysis, innovation, biofuel, patent data
social network analysis technological innovation, patent clustering, innovation, social network analysis, social networks, patents
patent citation network kernel-based method, graph kernel, nanotechnology, patent classification, citation network,
machine learning
Topics and Keywords of English Bibliography Extracted by CPM Algorithmin “Patent Network” Field
[1] 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.
[2] Palla G, Derenyi I, Farkas I J , et al. Uncovering the Overlapping Community Structure of Complex Networks in Nature and Society[J]. Nature, 2005,435(7043):814-818.
[3] Cantner U, Graf H . The Network of Innovators in Jena: An Application of Social Network Analysis[J]. Research Policy, 2006,35(4):463-480.
[4] Breschi S, Lissoni F . Mobility and Social Networks: Localised Knowledge Spillovers Revisited[OL]. UniversitÀ Commerciale Luigi Bocconi, 2003.[ 2019-09-17]. .
[5] Singh J . Social Networks as Drivers of Knowledge Diffusion[R]. Technical Report, 2003.
[6] Manfred P, Thomas S . Determinants of Collaboration in European R&D Networks: Empirical Evidence from a Discrete Choice Model[J]. Industry and Innovation, 2011,18(1) : 89-104.
[7] Harabi N . The Impact of Vertical R&D Cooperation on Firm Innovation: An Empirical Investigation[J]. Economics of Innovation and New Technology, 2002,11(2):93-108.
[8] 温芳芳 . 基于社会网络分析的专利合作模式研究[J]. 情报杂志, 2013,32(7):119-123.
[8] ( Wen Fangfang . Study on the Patent Collaboration Patterns Based on the Social Network Analysis[J]. Journal of Intelligence, 2013,32(7):119-123.)
[9] 高粱洲, 唐恒, 刘桂锋 . 京津冀高校产学研专利合作网络结构演化特征研究[J]. 图书情报研究, 2019,12(1):96-105.
[9] ( Gao Liangzhou, Tang Heng, Liu Guifeng . Evolutionary Characteristics of the Industry-University-Institute Patent Cooperation Network Structure of Colleges and Universities in Beijing, Tianjin and Hebei[J]. Library and Information Studies, 2019,12(1):96-105.)
[10] Choe H, Lee D H . The Structure and Change of the Research Collaboration Network in Korea (2000-2011): Network Analysis of Joint Patents[J]. Scientometrics, 2017,111(2):917-939.
[11] 郭建杰, 谢富纪, 王海花 , 等. 基于产学联合申请专利的合作网络动态演化研究——以“双一流”建设高校为例[J]. 科技进步与对策, 2019,36(17):1-10.
[11] ( Guo Jianjie, Xie Fuji, Wang Haihua , et al. Research on the Dynamic Evolution of Cooperative Network Based on Industry-University Joint-patent Data——An Analysis of “Double First-Class” Universities[J]. Science & Technology Progress and Policy, 2019,36(17):1-10.)
[12] 李培哲, 菅利荣, 刘勇 . 卫星及应用产业产学研专利合作网络结构特性及演化分析——基于社会网络视角[J]. 情报杂志, 2018,37(11):55-61.
[12] ( Li Peizhe, Jian Lirong, Liu Yong . Structural Characteristics and Evolution Analysis of Patent Cooperation Network of Satellite and Application Industries: From the Perspective of Social Network[J]. Journal of Intelligence, 2018,37(11):55-61.)
[13] 刘凤朝, 马荣康, 姜楠 . 中国软科学[J].中国软科学,2011(7):178-192.
[13] ( Liu Fengchao, Ma Rongkang, Jiang Nan . Research on Evolutionary Paths of Industry-University-Research Institute Networks of Patent Collaboration Based on the“985 Universities”[J].China Soft Science, 2011(7):178-192.)
[14] 高霞, 陈凯华 . 合作创新网络结构演化特征的复杂网络分析[J]. 科研管理, 2015,36(6):28-36.
[14] ( Gao Xia, Chen Kaihua . The Complex Network Analysis of the Structure Evolution of Collaborative Innovation Networks:An Example of the Industry-University-Research Collaboration of Chinese ICT Industry[J]. Science Research Management, 2015,36(6):28-36.)
[15] Inoue H, Souma W, Tamada S . Analysis of Cooperative Research and Development Networks on Japanese Patents[J]. Journal of Informetrics, 2010,4(1):89-96.
[16] Takagi S, Toyama R. On Growth of Network and Centrality’s Change Analysis of Co-Inventors Network in Enterprise [C]//Proceedings of World Summit on Knowledge Society,Athens, Greece. Berlin, Germany: Springer, 2008: 422-427.
[17] Nerkar A, Paruchuri S . Evolution of R&D Capabilities: The Role of Knowledge Networks Within a Firm[J]. Management Science, 2005,51(5):771-785.
[18] Fleming L, Mingo S, Chen D. Collaborative Brokerage, Generative Creativity , Creative Success[J]. Administrative Science Quarterly, 2007,52(3):443-475.
[19] 迟嘉昱, 孙翎, 杨晓华 . 网络结构、地理接近性对企业专利合作的影响机制研究[J]. 科技管理研究, 2018,38(16):144-149.
[19] ( Chi Jiayu, Sun Ling, Yang Xiaohua . An Study on the Influencing Mechanism of Network Structure, Geographic Proximity on Firms’Patent Cooperation[J]. Science and Technology Management Research, 2018,38(16):144-149.)
[20] Fleming L, King C, Juda A I . Small Worlds and Regional Innovation[J]. Organization Science, 2007,18(6):938-954.
[21] 栾春娟, 刘则渊, 侯海燕 . 发明者合作网络中心性对科研绩效的影响[J]. 科学学研究, 2008,26(5):938-941.
[21] ( Luan Chunjuan, Liu Zeyuan, Hou Haiyan . Empirical Study on the Influence of Centrality of Collaboration Network of Inventors on Scientific Performance——Case Study of Inventors of World Digital Information Transmission Patents[J]. Studies in Science of Science, 2008,26(5):938-941.)
[22] Goetze C . An Empirical Enquiry into Co-Patent Networks and Their Stars: The Case of Cardiac Pacemaker Technology[J]. Technovation, 2010,30(7-8):436-446.
[23] Granovetter M S. The Strength of Weak Ties[M]. Social Networks. Academic Press, 1977: 347-367.
[24] Krackhardt D, Hanson J R . Informal Networks: The Company Behind the Chart[J]. Harvard Business Review, 1993,71(4):104-111.
[25] Hagedoorn J, Cloodt D A M, Kranenburg H L V . The Strength of R&D Network Ties in High-Tech Industries : A Multi-Dimensional Analysis of Tie Strength on Technological Performance[J]. Technology Analysis & Strategic Management, 2011,23(10):1015-1030.
[26] Singh J . Collaborative Networks as Determinants of Knowledge Diffusion Patterns[J]. Management Science, 2005,51(5):756-770.
[27] 温芳芳 . 基于专利许可关系网络的技术转移现状及规律研究[J]. 情报科学, 2014,32(11):24-29.
[27] ( Wen Fangfang . Study in the Status and Laws of Technology Transfer Based on Patent Licensing Relationship Network[J]. Information Science, 2014,32(11):24-29.)
[28] 刘晓燕, 阮平南, 童彤 . 中国科技论坛[J].中国科技论坛,2013(5):125-130,148.
[28] ( Liu Xiaoyan, Ruan Pingnan, Tong Tong . Analysis of Influencing Factors of Knowledge Diffusionin Patent Cooperation Network-Integrated Circuits Industry as Example[J].Forum on Science and Technology in China, 2013(5):125-130,148.)
[29] Li D, Wei Y D, Wang T . Spatial and Temporal Evolution of Urban Innovation Network in China[J]. Habitat International, 2015,49:484-496.
[30] 王文静, 赵江坤 . 产学专利合作网络:结构演变与知识流动——合作形式视角[J]. 科技进步与对策, 2019,36(7):1-9.
[30] ( Wang Wenjing, Zhao Jiangkun . University-Industry Patent Collaboration Network: Structural Evolutionand Knowledge Flow-Based on the Comparative Study of Cooperation Pattern[J]. Science & Technology Progress and Policy, 2019,36(7):1-9.)
[31] Jaffe A B, Trajtenberg M, Henderson R . Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations[J]. The Quarterly Journal of Economics, 1993,108(3):577-598.
[32] Trajtenberg M . A Penny for Your Quotes: Patent Citations and the Value of Innovations[J]. The Rand Journal of Economics, 1990,21(1):172-187.
[33] Park Y, Yoon B, Lee S . The Idiosyncrasy and Dynamism of Technological Innovation Across Industries: Patent Citation Analysis[J]. Technology in Society, 2005,27(4):471-485.
[34] Hu A G Z, Jaffe A B . Patent Citations and International Knowledge Flow: The Cases of Korea and Taiwan[J]. International Journal of Industrial Organization, 2003,21(6):849-880.
[35] Jaffe A B, Trajtenberg M. Patents , Citations, Innovations: A Window on the Knowledge Economy[M]. Cambridge, MA:MIT Press, 2002.
[36] Fontana R, Nuvolari A, Verspagen B . Mapping Technological Trajectories as Patent Citation Networks. An Application to Data Communication Standards[J]. Economics of Innovation And New Technology, 2009,18(4):311-336.
[37] Su H N, Lee P C. Dynamic and Quantitative Exploration on Technology Evolution Mechanism: The Case of Electrical Conducting Polymer Nanocomposite [C]//Proceedings of 2009 Portland International Conference on Management of Engineering & Technology.USA: IEEE, 2009: 2433-2440.
[38] Wang X, Zhang X, Xu S . Patent Co-Citation Networks of Fortune 500 Companies[J]. Scientometrics, 2011,88(3):761-770.
[39] Huang M H, Chiang L Y, Chen D Z . Constructing a Patent Citation Map Using Bibliographic Coupling: A Study of Taiwan’s High-Tech Companies[J]. Scientometrics, 2003,58(3):489-506.
[40] 王海龙, 和法清, 丁堃 . 基于社会网络分析的专利基础技术识别——以半导体产业为例[J]. 情报杂志, 2017,36(4):78-84.
[40] ( Wang Hailong, He Faqing, Ding Kun . An Identifying Method of Industrial Essential Technologies Based on Social Network Analysis: Semiconductor Industry as a Case[J]. Journal of Intelligence, 2017,36(4):78-84.)
[41] 郭思月, 魏玉梅, 滕广青 ,等.基于专利引用的技术竞争情报分析:以5G关键技术为例[J/OL].情报理论与实践.[ 2019- 11- 02]. .
[41] ( Guo Siyue, Wei Yumei, Teng Guangqing , et al. Information Analysis on Technical competition Based on Patent Citations: Taking 5G Key Technologies as an Example[J].Information Studies : Theory & Application.[ 2019-11-02]. )
[42] OECD. The Measurement of Scientific and Technological Activities: Using Patent Data as Science and Technology Indicators:Patent Manual, 1994[OL].[ 2019-10-28]. .
[43] Kelly B, Papanikolaou D, Seru A , et al. Measuring Technological Innovation over the Long Run[R]. The National Bureau of Economic Research Working Paper No. 25266, 2018.
[44] 闵超, 步一, 孙建军 . 图书与情报[J]. 图书与情报,2017(5):33-39.
[44] ( Min Chao, Bu Yi, Sun Jianjun . Analysis on Technology Mobility of International Patents from China Based onPatent Big Data[J].Library and Information, 2017(5):33-39.)
[45] Kim S, Kim S Y, Hong S W, et al. Applying Pagerankto Patent [C]//Proceedings of International Conference on Convergence Content . 2013.
[46] 顾立平 . 现代图书情报技术[J]. 现代图书情报技术,2011(6):14-19.
[46] ( Ku Liping . Patent Rank Algorithm——A Study of Using Cited Time and CitationNetwork to Calculate U.S. Patents[J]. New Technology of Library and Information Service, 2011(6):14-19.)
[47] 王舒, 吴江宁 . 基于企业引用网络的技术影响力评价研究[J]. 科学学研究, 2011,29(3):396-402.
[47] ( Wang Shu, Wu Jiangning . Evaluation of Technological Influence Power Through the Enterprise Citation Network[J]. Studies in Science of Science, 2011,29(3):396-402.)
[48] 傅强, 孙杨 . 基于专利时效性和Pagerank算法的企业技术影响力评价[J]. 系统管理学报, 2018,27(2):352-358.
[48] ( Fu Qiang, Sun Yang . Evaluation of Technological Influence: Based on Patent Timeliness and PageRank Algorithm[J]. Journal of Systems and Management, 2018,27(2):352-358.)
[49] 张娴, 方曙 . 专利引用网络主路径方法研究述评与展望[J]. 图书情报工作, 2016,60(20):140-148.
[49] ( Zhang Xian, Fang Shu . Research Review on the Main Path Analysis of Patent Citation Networks[J]. Library and Information Service, 2016,60(20):140-148.)
[50] Hummon N P, Dereian P . Connectivity in a Citation Network: The Development of DNA Theory[J]. Social Networks, 1989,11(1):39-63.
[51] Batagelj V . Efficient Algorithms for Citation Network Analysis[OL].[2019-10-28]..
[52] 许琦 . 基于专利引证网络的技术范式分析——以半导体制造领域为例[J]. 图书情报工作, 2013,57(4):112-119.
[52] ( Xu Qi . Technological Paradigms Based on Patent Citation Network-A Case of Semiconductor Device Manufacturing[J]. Library and Information Service, 2013,57(4):112-119.)
[53] Verspagen B . Mapping Technological Trajectories as Patent Citation Networks: A Study on the History of Fuel Cell Research[J]. Advances in Complex Systems, 2007,10(1):93-115.
[54] Choi C, Park Y . Monitoring the Organic Structure of Technology Based on the Patent Development Paths[J]. Technological Forecasting and Social Change, 2009,76(6):754-768.
[55] 潘颖 . 基于专利引证强度的关键技术发展路径研究[J]. 情报理论与实践, 2014,37(12):71-75.
[55] ( Pan Ying . Research on the Development Path of Key Technologies Based on the Intensity of Patent Citation[J]. Information Studies:Theory & Application, 2014,37(12):71-75.)
[56] 吴菲菲, 张辉, 黄鲁成 , 等. 基于专利引用网络度分布研究技术跨领域应用[J]. 科学学研究, 2015,33(10):1456-1463.
[56] ( Wu Feifei, Zhang Hui, Huang Lucheng , et al. Technology Cross-Disciplinary Research Based onthe Degree Distribution of Patent Citation Networks[J]. Studies in Science of Science, 2015,33(10):1456-1463.)
[57] 孙冰, 徐晓菲, 苏晓 . 技术扩散主路径及核心企业的识别研究-以手机芯片专利引文网络为例[J]. 情报学报, 2019,38(2):201-208.
[57] ( Sun Bing, Xu Xiaofei, Su Xiao . Identification of the Main Path of Technology Diffusion and Core Enterprises: A Case Study of Patent Citation Network in Mobile Phone Chips[J]. Journal of the China Society for Scientific and Technical Information, 2019,38(2):201-208.)
[58] Hu A G . The Regionalization of Knowledge Flows in East Asia: Evidence from Patent Citations Data[J]. World Development, 2009,37(9):1465-1477.
[59] Han Y J, Park Y . Patent Network Analysis of Inter-Industrial Knowledge Flows: The Case of Korea Between Traditional and Emerging Industries[J]. World Patent Information, 2006,28(3):235-247.
[60] Chang S B, Lai K K, Chang S M . Exploring Technology Diffusion and Classification of Business Methods: Using the Patent Citation Network[J]. Technological Forecasting and Social Change, 2009,76(1):107-117.
[61] Ribeiro L C, Ruiz R M, EDME Albuquerque , et al. The Diffusion of Technological Knowledge Through Interlaced Networks[J]. Computer Physics Communications, 2011,182(9):1875-1878.
[62] Oppenheim C . Do Patent Citations Count?[A]//Cronin B,Atkins H B.The Web of Knowledge: A Festschrift in Honor of Eugene Garfield[M]. Metford: Information Today Inc., 2000: 405-432.
[63] Duget E, MacGarvie M . How Welldo Patent Citations Measure Flows of Technology? Evidence from French Innovative Surveys[J]. Economics of Innovation and New Technology, 2005,14(5):375-393.
[64] Balconi M, Breschi S, Lissoni F . Networks of Inventors and the Role of Academia: An Exploration of Italian Patent Data[J]. Research Policy, 2004,33(1):127-145.
[65] Perez M P, Sánchez A M . The Development of University Spin-Offs: Early Dynamics of Technology Transfer and Networking[J]. Technovation, 2003,23(10):823-831.
[66] 刘承良, 牛彩澄 . 东北三省城际技术转移网络的空间演化及影响因素[J]. 地理学报, 2019,74(10):2092-2107.
[66] ( Liu Chengliang, Niu Caicheng . Spatial Evolution and Factors of Interurban Technology TransferNetwork in Northeast China from National to Local Perspectives[J]. Acta Geographica Sinica, 2019,74(10):2092-2107.)
[67] 蔡凯, 程如烟 . 基于专利转让的京津冀技术转移网络分析[J]. 情报工程, 2018,4(5):73-82.
[67] ( Cai Kai, Cheng Ruyan . Analysis of Beijing-Tianjin-Hebei Technology Transfer Network Based on Patent Transfer[J]. Technology Intelligence Engineering, 2018,4(5):73-82.)
[68] Albors J, Sweeney E, Hidalgo A . Transnational Technology Transfer Networks for SMEs. A Review of the State-of-the Art and an Analysis of the European IRC Network[J]. Production Planning & Control, 2005,16(4):413-423.
[69] 温芳芳 . 我国专利技术转移的时间与空间分布规律研究——基于SIPO专利许可信息的计量分析[J]. 情报理论与实践, 2014,37(4):32-36.
[69] ( Wen Fangfang . Research on Time and Space Distribution of Patent Technology Transfer in China——Quantitative Analysis Based on SIPO Patent License Information[J]. Information Studies:Theory & Application, 2014,37(4):32-36.)
[70] Sun Y, Liu K . Proximity Effect, Preferential Attachment and Path Dependence in Inter-Regional Network: A Case of China’s Technology Transaction[J]. Scientometrics, 2016,108(1):201-220.
[71] Zhang G, Duan H, Zhou J . Investigating Determinants of Inter-Regional Technology Transfer in China: A Network Analysis with Provincial Patent Data[J]. Review of Managerial Science, 2016,10(2):345-364.
[72] 马荣康, 刘凤朝 . 基于专利许可的新能源技术转移网络演变特征研究[J]. 科学学与科学技术管理, 2017,38(6):65-76.
[72] ( Ma Rongkang, Liu Fengchao . Research on the Evolution of Technology Transfer Networkin New Energy Fields Based on Patent Licensing[J]. Science of Science and Management of S.&.T, 2017,38(6):65-76.)
[73] Hunt D, Nguyen L, Rodgers M . Patent Searching: Tools & Techniques[M]. John Wiley & Sons, 2012.
[74] Jun S, Park S, Jang D . A Technology Valuation Model Using Quantitative Patent Analysis: A Case Study of Technology Transfer in Big Data Marketing[J]. Emerging Markets Finance and Trade, 2015,51(5):963-974.
[75] Choi J, Jang D, Jun S , et al. A Predictive Model of Technology Transfer Using Patent Analysis[J]. Sustainability, 2015,7(12):16175-16195.
[76] 武玉英, 孙平, 何喜军 , 等. 新能源领域专利转让加权网络中主体间技术交易机会预测[J]. 数据分析与知识发现, 2018,2(11):73-79.
[76] ( Wu Yuying, Sun Ping, He Xijun , et al. Predicting Transactions Among Agents in Patent Transfer Weighted Networks for New Energy[J]. Data Analysis and Knowledge Discovery, 2018,2(11):73-79.)
[77] Lee Y G . What Affects a Patent’s Value? An Analysis of Variables That Affect Technological, Direct Economic, and Indirect Economic Value: An Exploratory Conceptual Approach[J]. Scientometrics, 2009,79(3):623-633.
[78] Ortega J L . Collaboration Patterns in Patent Networks and Their Relationship with the Transfer of Technology: The Case Study of the CSIC Patents[J]. Scientometrics, 2011,87(3):657-666.
[79] Sapsalis E, Van Pottelsberghe B . From Science to License: An Exploratory Analysis of the Value of Academic Patents[R]. Working Papers CEB, 2007.
[80] Hogg T, Wilkinson D M, Szabo G, et al. Multiple Relationship Types in Online Communities and Social Networks [C]//Proceedings of AAAI Spring Symposium: Social Information Processing,California, USA. USA: AAAI: 2008: 30-35.
[81] 刘彤, 郭鲁钢, 杨冠灿 . 基于动态网络分析的专利合作网络演化分析-以纳米技术为例[J]. 情报杂志, 2014,33(11):88-93,66.
[81] ( Liu Tong, Guo Lugang, Yang Guancan . Evolution of Patent Cooperation Network Based on Dynamic Network Analysis:Taking Nano Technology as an Example[J]. Journal of Intelligence, 2014,33(11):88-93,66.)
[82] 李登杰, 翟东升, 冯秀珍 , 等. 基于动态网络的中药制剂技术创新网络演化研究[J]. 情报学报, 2015,34(11):1164-1172.
[82] ( Li Dengjie, Zhai Dongsheng, Feng Xiuzhen , et al. Study of Evolution of Technological Innovation Network in TCM Technology Based on Dynamic Network[J]. Journal of the China Society for Scientific and Technical Information, 2015,34(11):1164-1172.)
[83] 杨仲基, 王宏起, 王珊珊 , 等. 基于动态网络方法的产业专利合作态势研究——以中国石墨烯产业为例[J]. 科技进步与对策, 2018,35(9):59-65.
[83] ( Yang Zhongji, Wang Hongqi, Wang Shanshan , et al. Research on Patents Cooperation Network State Based on Dynamic Network Method: Case of Graphene Industry in China[J]. Science & Technology Progress and Policy, 2018,35(9):59-65.)
[84] Lewis TG . Network Science: Theory And Applications[M]. USA:John Wiley & Sons, Inc, 2009: 59-60.
[85] 李金华, 孙东川 . 创新网络的演化模型[J]. 科学学研究, 2006,24(1):135-140.
[85] ( Li Jinhua, Sun Dongchuan . Evolution Model of Innovation Network[J]. Studies in Science of Science, 2006,24(1):135-140.)
[86] Powell W W, White D R, Koput K W , et al. Network Dynamics and Field Evolution: The Growth of Interorganizational Collaboration in the Life Sciences[J]. American Journal of Sociology, 2005,110(4):1132-1205.
[87] Gay B, Dousset B . Innovation and Network Structural Dynamics: Study of the Alliance Network of a Major Sector of the Biotechnology Industry[J]. Research Policy, 2005,34(10):1457-1475.
[88] 石乘齐, 党兴华 . 基于知识权力的创新网络演化模型[J]. 科技进步与对策, 2013,30(17):128-131.
[88] ( Shi Chengqi, Dang Xinghua . Innovation Network Evolution Model Based on Knowledge Power[J]. Science & Technology Progress and Policy, 2013,30(17):128-131.)
[89] Koka B R, Madhavan R, Prescott J E . The Evolution of Interfirm Networks: Environmental Effects on Patterns of Network Change[J]. Academy of Management Review, 2006,31(3):721-737.
[90] Liu X, Jiang T, Ma F . Collective Dynamics in Knowledge Networks: Emerging Trends Analysis[J]. Journal of Informetrics, 2013,7(2):425-438.
[91] 赖朝安, 钱娇 . 基于专利挖掘的移动医疗产业技术预见[J]. 科研管理, 2018,39(10):138-147.
[91] ( Lai Chaoan, Qian Jiao . Technology Foresight for the Mobile Health Industry Based on Patent Mining[J]. Science Research Management, 2018,39(10):138-147.)
[92] Chang P L, Wu C C, Leu H J . Using Patent Analyses to Monitor the Technological Trends in an Emerging Field of Technology: A Case of Carbon Nanotube Field Emission Display[J]. Scientometrics, 2009,82(1):5-19.
[93] 刘小玲, 谭宗颖 . 基于专利网络的技术演进研究方法探索[J]. 科学学研究, 2013,31(5):651-656,731.
[93] ( Liu Xiaoling, Tan Zongying . Explore the Method of Technology Evolution Research Based on Patents Network[J]. Studies in Science of Science, 2013,31(5):651-656,731.)
[94] Yoon J, Park H, Kim K . Identifying Technological Competition Trends for R&D Planning Using Dynamic Patent Maps: SAO-Based Content Analysis[J]. Scientometrics, 2013,94(1):313-331.
[95] Yoon J, Kim K . Detecting Signals of New Technological Opportunities Using Semantic Patent Analysis and Outlier Detection[J]. Scientometrics, 2011,90(2):445-461.
[96] 孙笑明, 王静雪, 王成军 , 等. 研发者专利合作网络中结构洞变化对企业创新能力的影响[J]. 科技进步与对策, 2018,35(2):115-122.
[96] ( Sun Xiaoming, Wang Jingxue, Wang Chengjun , et al. The Impact of the Dynamics of Structural Holes in Inventor Collaborative Networks on Enterprises’ Innovation Capacity[J]. Science & Technology Progress and Policy, 2018,35(2):115-122.)
[97] Graf H . Gatekeepers in Regional Networks of Innovators[J]. Cambridge Journal of Economics, 2010,35(1):173-198.
[98] Lim H, Park Y . Identification of Technological Knowledge Intermediaries[J]. Scientometrics, 2009,84(3):543-561.
[99] Graf H, KrüGer J J . The Performance of Gatekeepers in Innovator Networks[J]. Industry and Innovation, 2011,18(1):69-88.
[100] 刘凤朝, 马荣康 . 组织创新网络中的中间人角色及其影响因素-以中国制药技术领域为例[J]. 科学学研究, 2011,29(8):1240-1250.
[100] ( Liu Fengchao, Ma Rongkang . Brokers in Inter-Organizational Innovation Network and the Influencing Factors:A Case Study of the Chinese Pharmaceutical Technology Field[J]. Studies in Science of Science, 2011,29(8):1240-1250.)
[101] 刘彤, 杨冠灿, 侯元元 . 基于多重关系整合的专利网络分析方法研究与应用[J]. 情报理论与实践, 2016,39(2):59-63.
[101] ( Liu Tong, Yang Guancan, Hou Yuanyuan . Research and Application of Patent Network Analysis Method Based on Multiple Relation Integration[J]. Information Studies:Theory & Application, 2016,39(2):59-63.)
[102] 杨仲基, 王宏起, 李玥 . 基于社会网络方法的产学研合作专利技术发展趋势研究[J]. 情报科学, 2017,35(7):132-137.
[102] ( Yang Zhongji, Wang Hongqi, Li Yue . Research on the Patent Technology Development Trend of I-U-R CooperationBased on Social Network Method[J]. Information Science, 2017,35(7):132-137.)
[103] 叶春霞, 余翔, 李卫 . 中国企业间专利合作网络的演化及小世界性分析——基于开放式创新视角[J]. 情报科学, 2015,33(2):85-90,104.
[103] ( Ye Chunxia, Yu Xiang, Li Wei . Research on Evolution and Small World Features of Chinese Enterprise-Enterprise Patent Cooperation Network——From the Open Innovation Perspective[J]. Information Science, 2015,33(2):85-90,104.)
[104] Yang G C, Li G, Li C Y , et al. Using the Comprehensive Patent Citation Network (CPC) to Evaluate Patent Value[J]. Scientometrics, 2015,105(3):1319-1346.
[105] 杨冠灿, 刘彤, 李纲 , 等. 基于综合引用网络的专利价值评价研究[J]. 情报学报, 2013,32(12):1265-1277.
[105] ( Yang Guancan, Liu Tong, Li Gang , et al. Research on Patent Value Evaluation Based on Comprehensive Citation Network[J]. Journal of the China Society for Scientific and Technical Information, 2013,32(12):1265-1277.)
[106] 向希尧, 蔡虹 . 跨国技术溢出网络结构分析与路径识别——基于专利引用的实证分析[J]. 科学学研究, 2009,27(9):1348-1354.
[106] ( Xiang Xiyao, Cai Hong . International Technology Spillover Network Analysis and Path Identification:An Empirical Study Based on Patent Citation[J]. Studies in Science of Science, 2009,27(9):1348-1354.)
[1] Mingxuan Huang,Shoudong Lu,Hui Xu. Cross-Language Information Retrieval Based on Weighted Association Patterns and Rule Consequent Expansion[J]. 数据分析与知识发现, 2019, 3(9): 77-87.
[2] Yanan Yang,Wenhui Zhao,Jian Zhang,Shen Tan,Beibei Zhang. Visualizing Policy Texts Based on Multi-View Collaboration[J]. 数据分析与知识发现, 2019, 3(6): 30-41.
[3] Mengji Zhang,Wanyu Du,Nan Zheng. Predicting Stock Trends Based on News Events[J]. 数据分析与知识发现, 2019, 3(5): 11-18.
[4] Ning Zhang,Lemin Yin,Lifeng He. Impacts of “Poster-Follower” Sentiment on Stock Market Performance[J]. 数据分析与知识发现, 2018, 2(6): 1-12.
[5] Xinyue Fan,Lei Cui. Using Text Mining to Discover Drug Side Effects: Case Study of PubMed[J]. 数据分析与知识发现, 2018, 2(3): 79-86.
[6] Fen Chen,Xi Fu,Yuan He,Chunxiang Xue. Identifying Weibo Opinion Leaders with Social Network Analysis and Influence Diffusion Model[J]. 数据分析与知识发现, 2018, 2(12): 60-67.
[7] Zhongyi Wang,Heming Zhang,Jing Huang,Chunya Li. Studying Knowledge Dissemination of Online Q&A Community with Social Network Analysis[J]. 数据分析与知识发现, 2018, 2(11): 80-94.
[8] Fei Li,Jian Zhang,Zongshui Wang. Review of Social Recommendation with Bibliometrics and Social Network Analysis[J]. 数据分析与知识发现, 2017, 1(6): 22-35.
[9] Xiwei Wang,Liu Zhang,Shimeng Li,Nan’axue Wang. The Dissemination of Online Public Opinion on Social Welfare Issues via New Media: Case Study of “Draw up the Lifeline” in Sina Weibo[J]. 数据分析与知识发现, 2017, 1(6): 93-101.
[10] Ruxia Fan,Jianxun Zeng,Yaruixi Gao. Recognizing Dynamic Academic Impacts of Scholars Based on Cooperative Network[J]. 数据分析与知识发现, 2017, 1(4): 30-37.
[11] Qiangbing Wang,Chengzhi Zhang. Constructing Users Profiles with Content and Gesture Behaviors[J]. 数据分析与知识发现, 2017, 1(2): 80-86.
[12] Xiufang Xie,Xiaolin Zhang. Integrated Analysis and Visualization of Sci-Tech Roadmaps: Case Study of Renewable Energy[J]. 数据分析与知识发现, 2017, 1(1): 16-25.
[13] Wang Yuefen,Jin Jialin. Characteristics and Development Trends of Papers from “New Technology of Library and Information Service”[J]. 现代图书情报技术, 2016, 32(9): 1-16.
[14] Wu Huijuan,Jia Tina Du,Sun Hongfei,Jannatul Fardous. Identifying Core Users in Social Resource Recommendation System with K-shell Collapse Sequences[J]. 现代图书情报技术, 2016, 32(9): 58-64.
[15] Yao Zhaoxu,Ma Jing. Extracting Topic and Opinion from Microblog Posts with New Algorithm[J]. 现代图书情报技术, 2016, 32(7-8): 78-86.
  Copyright © 2016 Data Analysis and Knowledge Discovery   Tel/Fax:(010)82626611-6626,82624938   E-mail:jishu@mail.las.ac.cn