Monitoring emerging technologies for technology planning using technical keyword based analysis from patent data

被引:120
作者
Joung, Junegak [1 ]
Kim, Kwangsoo [1 ]
机构
[1] Pohang Univ Sci & Technol, Dept Ind & Management Engn, 77 Cheongam Ro, Pohang 790784, South Korea
基金
新加坡国家研究基金会;
关键词
Patent analysis; Keyword-based model; Technical keyword; Technology planning; INVERSE DOCUMENT FREQUENCY; SENSITIZED SOLAR-CELLS; TRENDS; IDENTIFICATION; VISUALIZATION; INTELLIGENCE; EXTRACTION; WORDNET; NETWORK;
D O I
10.1016/j.techfore.2016.08.020
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper proposes technical keyword-based analysis of patents to monitor emerging technologies, and uses a keyword-based model in contents-based patent analysis. This study also presents methods to automatically select keywords and to identify the relatedness among them. After using text-mining tools and techniques to identify technical keywords, a technical keyword-context matrix is constructed. The relatedness between pairs of keywords is then identified in a transformation of this matrix. Patent documents are clustered by using a hierarchical clustering algorithm based on patent document vectors. As a result, emerging technologies can be monitored by identifying clusters composed of technical keywords. A case study of mechanisms of electron transfer in electrochemical glucose biosensors is given to demonstrate how the proposed method can monitor emerging technologies. (C) 2016 Elsevier Inc. All rights reserved.
引用
收藏
页码:281 / 292
页数:12
相关论文
共 60 条
[1]   Forecasting technology success based on patent data [J].
Altuntas, Serkan ;
Dereli, Turkay ;
Kusiak, Andrew .
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2015, 96 :202-214
[2]   Analysis of patent documents with weighted association rules [J].
Altuntas, Serkan ;
Dereli, Turkay ;
Kusiak, Andrew .
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2015, 92 :249-262
[3]  
[Anonymous], 2004, The Journal of High Technology Management Research, DOI [10.1016/j.hitech.2003.09.003, DOI 10.1016/J.HITECH.2003.09.003]
[4]  
[Anonymous], 1994, COMPETITIVE INTELLIG
[5]  
[Anonymous], 1995, arXiv
[6]  
[Anonymous], 1999, P 37 ANN M ASS COMP, DOI DOI 10.3115/1034678.1034693
[7]   The structure of invention [J].
Arthur, W. Brian .
RESEARCH POLICY, 2007, 36 (02) :274-287
[8]  
Banerjee S., 2003, IJCAI, V3, P805
[9]  
Bradford Ashton W., 1991, International Journal of Technology Management, V6, P91
[10]  
Budanitsky A, 2006, COMPUT LINGUIST, V32, P13, DOI 10.1162/coli.2006.32.1.13