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A Novel Technology Intelligence Tool Based on Utility Mining

dc.contributor.authorAltuntas, Serkan
dc.contributor.authorSezer, Mehmet
dc.date.accessioned2026-06-27T14:37:07Z
dc.date.issued2023
dc.description.abstractThe technological intelligence tools that companies need to achieve sustainable development in today's digital age are extremely limited. To fill this gap in the literature, a novel technology intelligence tool is developed in this article. The developed technology intelligence tool uses patent analysis and utility mining. It is based on the HUP-growth mining algorithm, which is one of the utility mining algorithms, to find the relationships between technologies. The developed technology intelligence tool has three contributions to the literature. First, the importance level of the technologies and the repetitions of each technology in a patent have been taken into consideration. Second, the existing studies in the literature cannot use a technology intelligence tool to explore the relationships between technologies. Third, the developed technology intelligence tool is more successful in finding hidden patterns among patent documents. A real-life case study of business method patents about electronic shopping is conducted to show how the developed technology intelligence tool works in practice. The Apriori algorithm is also used to compare the results obtained from on the HUP-growth mining algorithm. The results of this study show that companies can quickly and effectively find association among technologies under concern using the developed technology intelligence tool.en
dc.description.sponsorshipResearch Fund of the Yildiz Technical University [FYL-2018-3447]
dc.description.urihttps://doi.org/10.1109/tem.2021.3101582
dc.identifier.doi10.1109/tem.2021.3101582
dc.identifier.eissn1558-0040
dc.identifier.endpage2492
dc.identifier.issn0018-9391
dc.identifier.issue7
dc.identifier.startpage2480
dc.identifier.urihttps://hdl.handle.net/20.500.14981/62734
dc.identifier.volume70
dc.identifier.wos000732671100001
dc.language.isoeng
dc.publisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
dc.relation.ispartofIEEE TRANSACTIONS ON ENGINEERING MANAGEMENT
dc.subjectPatents
dc.subjectTools
dc.subjectDatabases
dc.subjectCompanies
dc.subjectMarket research
dc.subjectItemsets
dc.subjectText mining
dc.subjectData mining
dc.subjectpatent analysis
dc.subjecttechnological intelligence
dc.subjectutility mining
dc.subjectCROSS IMPACT ANALYSIS
dc.subjectINNOVATION
dc.subjectEVOLUTION
dc.subjectBusiness & Economics
dc.subjectEngineering
dc.titleA Novel Technology Intelligence Tool Based on Utility Mining
dc.typeArticle
dspace.entity.typePublication
local.import.sourceWOS

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