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Lee, Changyong
Technology and Innovation Management Lab
Research Interests
  • applied data mining and machine learning, technology and innovation management, service engineering

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Identifying core technologies based on technological cross-impacts: An association rule mining (ARM) and analytic network process (ANP) approach

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Title
Identifying core technologies based on technological cross-impacts: An association rule mining (ARM) and analytic network process (ANP) approach
Author
Kim, ChulhyunLee, HakyeonSeol, HyeonjuLee, Changyong
Keywords
Analytic network process (ANP); Association rule mining (ARM); Core technology; Cross-impact analysis (CIA); Patent co-classification
Issue Date
2011-09
Publisher
PERGAMON-ELSEVIER SCIENCE LTD
Citation
EXPERT SYSTEMS WITH APPLICATIONS, v.38, no.10, pp.12559 - 12564
Abstract
This study proposes a new approach to identifying core technologies from a perspective of technological cross-impacts based on patent co-classification information with consideration of the overall interrelationships among technologies. The proposed approach is comprised of two methods: association rule mining (ARM) and the analytic network process (ANP). Firstly association rule mining (ARM) is employed to calculate the technological cross-impact indexes. Since the confidence measure in ARM is defined as a conditional probability between two technologies, it is adopted as an index for evaluating technological cross-impacts. The technological cross-impact matrix is then constructed with all calculated cross-impact indexes. Secondly. the ANP, which is a generalization of the analytic hierarchy process (AHP), is conducted to produce priorities of technologies with consideration of their direct and indirect impacts. The proposed approach can be utilized for technology monitoring for both technology planning of firms and innovation policy making of governments. A case of telecommunication technology is presented to illustrate the proposed approach.
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DOI
10.1016/j.eswa.2011.04.042
ISSN
0957-4174
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SME_Journal Papers
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