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오피니언 마이닝 및 특허분석을 통한 사용자 니즈기반 이종영역 기술기회 탐색open accessUser Needs-Based Technology Opportunities in Heterogeneous Fields Using Opinion Mining and Patent Analysis

Other Titles
User Needs-Based Technology Opportunities in Heterogeneous Fields Using Opinion Mining and Patent Analysis
Authors
장혜진노태연윤병운
Issue Date
Feb-2017
Publisher
대한산업공학회
Keywords
Opinion Mining; Supervised LDA; Technology Opportunity; Heterogeneous Technology; Patent Analysis
Citation
대한산업공학회지, v.43, no.1, pp 39 - 48
Pages
10
Indexed
KCI
Journal Title
대한산업공학회지
Volume
43
Number
1
Start Page
39
End Page
48
URI
https://scholarworks.dongguk.edu/handle/sw.dongguk/17170
DOI
10.7232/JKIIE.2017.43.1.039
ISSN
1225-0988
2234-6457
Abstract
In a digital economy, users actively express their needs in many ways. Thus, many researchers analyze what users need and whether they are satisfied or not through opinion mining. In addition, they begin to find technology opportunities in heterogeneous technology fields. But they did not connect users’ opinion to technology development process, only focused on natural language processing or marketing or manufacturing area. Also, heterogeneous technology fields are focused on fusion technology. Thus, this study suggests a novel approach that is based on sentimental value and can be applied to exploring technology opportunities in heterogeneous fields. Sentimental value is calculated from users’ opinion through sLDA. The heterogeneous technology opportunity is explored by patent analysis. This research contributes to suggesting a hybrid methodology through patent and users’ opinion. In addition, it can provide managerial efficiency by suggesting base data onto decision making.
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