An approach to discovering new technology opportunities: Keyword-based patent map approach

被引:301
|
作者
Lee, Sungjoo [2 ]
Yoon, Byungun [3 ]
Park, Yongtae [1 ]
机构
[1] Seoul Natl Univ, Sch Engn, Dept Ind Engn, Seoul 151742, South Korea
[2] Ajou Univ, Dept Ind & Informat Syst Engn, Suwon 443749, Kyunggi Do, South Korea
[3] Dongguk Univ, Dept Ind & Syst Engn, Seoul 100715, South Korea
关键词
Keyword-based; Text-mining; PCA; New technology creation; Patent information; Patent map; Technology vacancy; INTELLECTUAL PROPERTY; BIBLIOMETRICS; VISUALIZATION; PERFORMANCE; INDUSTRY; SYSTEM;
D O I
10.1016/j.technovation.2008.10.006
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper proposes an approach for creating and utilizing keyword-based patent maps for use in new technology creation activity. The proposed approach comprises the following sub-modules. First, text mining is used to transform patent documents into structured data to identify keyword vectors. Second, principal component analysis is employed to reduce the numbers of keyword vectors to make suitable for use on a two-dimensional map. Third, patent 'vacancies', defined as blank areas in the map that are sparse in patent density but large in size, are identified. The validity of the vacancy is then tested against Such criteria as technological criticality and technological trends. If a vacancy is judged as meaningful, its technological features are investigated in detail to identify the potential for new technology creation. The procedure of the proposed approach is described in detail by employing an illustrative patent database and is implemented into an expert system for new technology creation. (C) 2008 Elsevier Ltd. All rights reserved.
引用
收藏
页码:481 / 497
页数:17
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