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A Regression-Based Patent Data Analysis Approach: A Case Study for Weapon Technology Evaluation Process

dc.contributor.authorAltuntas, Serkan
dc.contributor.authorDereli, Turkay
dc.date.accessioned2026-06-27T14:37:38Z
dc.date.issued2022
dc.description.abstractTechnology evaluation is one of the most essential tasks for today's companies to make correct decisions that will increase their competitiveness. To date, numeroushave been made to address technology evaluation in the literature. Nevertheless, none of them have built a technology map or classified technologies based on their effects on the competitive power of a company in practice. To overcome the limitations of previous studies, a regression-based patent data analysis is proposed here for technology evaluation in this article. To this end, the proposed approach builds a technology map and classifies the technologies into four classes with respect to the technology effect ratio, namely 1) very high effect class, 2) high effect class, 3) medium effect class, and 4) low effect class. The technology evaluation of weapon technology in the defense industry has been conducted to show how the proposed approach works in real life. A good technology management strategy can be selected among available alternatives by decision makers and managers using the proposed approach. The results show that the proposed technology evaluation process can be used effectively in practice.en
dc.description.urihttps://doi.org/10.1109/tem.2021.3088804
dc.identifier.doi10.1109/tem.2021.3088804
dc.identifier.eissn1558-0040
dc.identifier.endpage3886
dc.identifier.issn0018-9391
dc.identifier.issue6
dc.identifier.startpage3874
dc.identifier.urihttps://hdl.handle.net/20.500.14981/62830
dc.identifier.volume69
dc.identifier.wos000732640600001
dc.language.isoeng
dc.publisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
dc.relation.ispartofIEEE TRANSACTIONS ON ENGINEERING MANAGEMENT
dc.subjectPatents
dc.subjectWeapons
dc.subjectDefense industry
dc.subjectData analysis
dc.subjectLinear regression
dc.subjectCompanies
dc.subjectMarket research
dc.subjectLinear regression model
dc.subjectpatent analysis
dc.subjecttechnology evaluation
dc.subjectweapon technology
dc.subjectSOCIAL NETWORK ANALYSIS
dc.subjectKNOWLEDGE
dc.subjectFUTURE
dc.subjectFIRMS
dc.subjectPERFORMANCE
dc.subjectINNOVATION
dc.subjectDOCUMENTS
dc.subjectGROWTH
dc.subjectBusiness & Economics
dc.subjectEngineering
dc.titleA Regression-Based Patent Data Analysis Approach: A Case Study for Weapon Technology Evaluation Process
dc.typeArticle
dspace.entity.typePublication
local.import.sourceWOS

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